mahabhu Claude Opus 5.5 commited on
Commit ·
5e9a667
1
Parent(s): 5b3c00e
Remove Purdue attributions and pipeline references from docs
Browse filesName Mashroor Hasan Bhuiyan (UT Dallas) as owner in README and TERMS, drop
pipeline/code-repo references from collection docs, refresh MANIFEST hashes
and rebuild the collection tarballs with the cleaned docs.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- README.md +5 -3
- TERMS.md +2 -2
- powder-5g-core-sim-v1.tar.gz +2 -2
- powder-5g-core-sim-v1.tar.gz.sha256 +1 -1
- powder-5g-core-sim-v1/MANIFEST.csv +5 -5
- powder-5g-core-sim-v1/README.md +1 -1
- powder-5g-core-sim-v1/TERMS.md +2 -2
- powder-5g-core-sim-v1/docs/DEPLOYMENT.md +5 -12
- powder-5g-core-sim-v1/docs/data_dictionary.md +13 -14
- powder-5g-core-sim-v1/docs/event.schema.json +1 -1
- powder-lte-v1.tar.gz +2 -2
- powder-lte-v1.tar.gz.sha256 +1 -1
- powder-lte-v1/MANIFEST.csv +6 -6
- powder-lte-v1/README.md +1 -1
- powder-lte-v1/TERMS.md +2 -2
- powder-lte-v1/docs/README.md +12 -19
- powder-lte-v1/docs/data_dictionary.md +13 -14
- powder-lte-v1/docs/lte_event.schema.json +1 -1
- powder-lte-v1/summaries/summary.md +1 -1
- zmq-5g-core-sim-v1.tar.gz +2 -2
- zmq-5g-core-sim-v1.tar.gz.sha256 +1 -1
- zmq-5g-core-sim-v1/MANIFEST.csv +5 -5
- zmq-5g-core-sim-v1/README.md +1 -1
- zmq-5g-core-sim-v1/TERMS.md +2 -2
- zmq-5g-core-sim-v1/docs/DEPLOYMENT.md +3 -4
- zmq-5g-core-sim-v1/docs/data_dictionary.md +13 -14
- zmq-5g-core-sim-v1/docs/event.schema.json +1 -1
README.md
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@@ -19,7 +19,7 @@ size_categories:
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# POWDER and local-testbed cellular network data for OTel 2.5
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Operational cellular-network records collected by the UT Dallas
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the data classes the OTel 2.0 model card lists as absent from its training mix (event data, network-performance
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KPIs, RF/signal-quality measurements, 5G core control-plane and inter-NF signalling).
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@@ -31,6 +31,7 @@ run records, summaries and documentation:
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| `powder-lte-v1` | 63 LTE runs on the POWDER testbed (srsRAN_4G), benign vs. fake base station: S1AP/NAS/RRC events, MAC byte counts, EPC measurement reports (RSRP/RSRQ/SINR), eNB/UE log events, frame-level malicious labels, detector outputs (kept separate), run records, derived summaries | measured, real radios |
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| `powder-5g-core-sim-v1` | 7 standalone-5G runs on POWDER (Open5GS 2.8.0 + UERANSIM): NGAP, 5G NAS, SBI, PFCP, GTP-U counters, NF logs, RADIUS, injected NF restarts and link impairment with ground-truth timelines | real core software, simulated radio |
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| `zmq-5g-core-sim-v1` | 87 local runs (Open5GS 2.7.7 + ocudu gNB + srsUE over ZMQ): NGAP, 5G NAS, NR RRC, SBI, PFCP, GTP-U/MAC-NR counters, gNB scheduler metrics, per-second UE radio metrics (RSRP, SNR, MCS, BLER, bitrates), iperf/ping/HTTP results, NF restarts/outages, scheduler MCS caps, TCP/UDP load, ground-truth timelines | real core/gNB/UE software, simulated radio |
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## Record format
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@@ -57,7 +58,8 @@ powder-5g-core-sim-v1/ README.md, MANIFEST.csv, TERMS.md, run_records/, sum
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powder-5g-core-sim-v1.tar.gz
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zmq-5g-core-sim-v1/ same, plus runs/<run>/ran/metrics (UE metrics CSV)
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zmq-5g-core-sim-v1.tar.gz
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```
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-
Owner: Mashroor Hasan Bhuiyan (UT Dallas). Collection and tooling: SysNetS Lab
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`github.com/mahabhu/otel-data-collection`.
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# POWDER and local-testbed cellular network data for OTel 2.5
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+
Operational cellular-network records collected by the UT Dallas 5G lab for the OTel 2.5 training effort:
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the data classes the OTel 2.0 model card lists as absent from its training mix (event data, network-performance
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KPIs, RF/signal-quality measurements, 5G core control-plane and inter-NF signalling).
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| `powder-lte-v1` | 63 LTE runs on the POWDER testbed (srsRAN_4G), benign vs. fake base station: S1AP/NAS/RRC events, MAC byte counts, EPC measurement reports (RSRP/RSRQ/SINR), eNB/UE log events, frame-level malicious labels, detector outputs (kept separate), run records, derived summaries | measured, real radios |
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| `powder-5g-core-sim-v1` | 7 standalone-5G runs on POWDER (Open5GS 2.8.0 + UERANSIM): NGAP, 5G NAS, SBI, PFCP, GTP-U counters, NF logs, RADIUS, injected NF restarts and link impairment with ground-truth timelines | real core software, simulated radio |
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| `zmq-5g-core-sim-v1` | 87 local runs (Open5GS 2.7.7 + ocudu gNB + srsUE over ZMQ): NGAP, 5G NAS, NR RRC, SBI, PFCP, GTP-U/MAC-NR counters, gNB scheduler metrics, per-second UE radio metrics (RSRP, SNR, MCS, BLER, bitrates), iperf/ping/HTTP results, NF restarts/outages, scheduler MCS caps, TCP/UDP load, ground-truth timelines | real core/gNB/UE software, simulated radio |
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+
| `ota-5g-b210-v1` | 19 local over-the-air runs (two USRP B210s, Open5GS + ocudu gNB + srsUE, band 3, 10 MHz): NGAP, SBI, PFCP, 5G NAS, NR RRC, per-UE scheduler radio metrics (CQI/MCS/BLER/SNR/TA), iperf/ping/HTTP, NF restarts and real link losses with ground-truth timelines, plus judge-checked OTel SFT rows per category | measured, real (uncalibrated) radio link |
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## Record format
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powder-5g-core-sim-v1.tar.gz
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zmq-5g-core-sim-v1/ same, plus runs/<run>/ran/metrics (UE metrics CSV)
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zmq-5g-core-sim-v1.tar.gz
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ota-5g-b210-v1/ README.md, MANIFEST.csv, TERMS.md, run_records/, docs/, sft/<category>/ (rows, review, chunks)
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ota-5g-b210-v1.tar.gz full collection incl. processed/ NDJSON and runs/
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```
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Owner: Mashroor Hasan Bhuiyan (UT Dallas). Collection and tooling: SysNetS Lab
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TERMS.md
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# Terms (placeholder)
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-
Collected by the UT Dallas
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-
contributors until the owner (
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device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
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material (Polaris operator captures and drive tests) is deliberately not part of this collection.
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# Terms (placeholder)
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+
Collected by the UT Dallas 5G lab POWDER data-collection effort for OTel 2.5. Internal to the OTel 2.5
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+
contributors until the owner (Mashroor Hasan Bhuiyan, UT Dallas) states redistribution terms. Subscriber and
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device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
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| 6 |
material (Polaris operator captures and drive tests) is deliberately not part of this collection.
|
powder-5g-core-sim-v1.tar.gz
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@@ -1,3 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:fceacbedfdaf85842463fc53b74f0f5ef02c31ae81dbd083e1f2e42d5e91c3be
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+
size 674269
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powder-5g-core-sim-v1.tar.gz.sha256
CHANGED
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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size 95
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:42a5882b007a9334e1968abed38ffbc0edc66b58838cfdcf89b9c52afe68438c
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size 95
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powder-5g-core-sim-v1/MANIFEST.csv
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path,bytes,sha256
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-
README.md,
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TERMS.md,
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docs/DEPLOYMENT.md,
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docs/data_dictionary.md,
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docs/event.schema.json,
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processed/2026-09-30T0919Z_core-sim_baseline_first/core.ngap_events.n2_ngap.ndjson,39593,b117bdb10e3d11073addb2f771bf4ee28b13da63cde7de4c2e35321a6d756480
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processed/2026-09-30T0919Z_core-sim_baseline_first/core.open5gs_log.amf.ndjson,60308,0091808c870fed85f8884f4fe46af9e37c5cfcf044ce869347ebfc5b49b272bc
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processed/2026-09-30T0919Z_core-sim_baseline_first/core.open5gs_log.ausf.ndjson,4454,c74e0c9392b647a2680f2b3cb3a922f441733369d23e3a1c74f67eb4569a101f
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path,bytes,sha256
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+
README.md,1533,82bccfc1063feaff6ed6176b7768a8c03a6fa67c1e100f105fe970a500a43343
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+
TERMS.md,437,0a9370c7fef3552790f91ec022b6fc03a7a6da1e3a58f355d73ba06df5d58ef0
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+
docs/DEPLOYMENT.md,6504,f79d90e68e727d57a05ccb585ba76d4c0d9ff282d81c5c0767bd4d7275e7d8b2
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+
docs/data_dictionary.md,13796,e830dfc50ccbe90b2a63b6e1fb354373e2eff8e32156cba964425d0ece4efd2d
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+
docs/event.schema.json,3349,426e65e48edcad531b94e118aa36e38525030c77360c662ff6257d9718efb28e
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processed/2026-09-30T0919Z_core-sim_baseline_first/core.ngap_events.n2_ngap.ndjson,39593,b117bdb10e3d11073addb2f771bf4ee28b13da63cde7de4c2e35321a6d756480
|
| 8 |
processed/2026-09-30T0919Z_core-sim_baseline_first/core.open5gs_log.amf.ndjson,60308,0091808c870fed85f8884f4fe46af9e37c5cfcf044ce869347ebfc5b49b272bc
|
| 9 |
processed/2026-09-30T0919Z_core-sim_baseline_first/core.open5gs_log.ausf.ndjson,4454,c74e0c9392b647a2680f2b3cb3a922f441733369d23e3a1c74f67eb4569a101f
|
powder-5g-core-sim-v1/README.md
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# powder-5g-core-sim-v1
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Built 2026-10-14
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Standalone 5G core runs on POWDER (Open5GS 2.8.0 + UERANSIM 3.3.0 simulated gNB/UE): 7 runs with NGAP, 5G NAS, SBI (HTTP/2), PFCP, GTP-U counters, NF logs, UERANSIM logs, RADIUS, injected faults (NF restarts, N2 impairment) with ground-truth timelines. Provenance: real core/gNB/UE software, simulated radio link (no RF).
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# powder-5g-core-sim-v1
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Built 2026-10-14.
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Standalone 5G core runs on POWDER (Open5GS 2.8.0 + UERANSIM 3.3.0 simulated gNB/UE): 7 runs with NGAP, 5G NAS, SBI (HTTP/2), PFCP, GTP-U counters, NF logs, UERANSIM logs, RADIUS, injected faults (NF restarts, N2 impairment) with ground-truth timelines. Provenance: real core/gNB/UE software, simulated radio link (no RF).
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powder-5g-core-sim-v1/TERMS.md
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# Terms (placeholder)
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-
Collected by the UT Dallas
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-
contributors until the owner (
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device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
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material (Polaris operator captures and drive tests) is deliberately not part of this collection.
|
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# Terms (placeholder)
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+
Collected by the UT Dallas 5G lab POWDER data-collection effort for OTel 2.5. Internal to the OTel 2.5
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+
contributors until the owner (Mashroor Hasan Bhuiyan, UT Dallas) states redistribution terms. Subscriber and
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device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
|
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material (Polaris operator captures and drive tests) is deliberately not part of this collection.
|
powder-5g-core-sim-v1/docs/DEPLOYMENT.md
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## Running a collection
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python -m pipeline.parsers.parse_run --run '2026-*core-sim*' # -> data/processed/powder_5g_sim/<run_id>/
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python -m validation.check_events_vs_raw --run '2026-*core-sim*'
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```
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The orchestrator deploys `pipeline/collectors/` to `~/otel/collectors` on both nodes, runs the node scripts,
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pulls `~/otel/runs/<run_id>` back to `data/raw/powder_5g_sim/<run_id>/{core,ran}/`, and writes the run record
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to `data/raw/powder_5g_sim/<run_id>/run_record.yaml` and to `runs/<run_id>.yaml` here (committed).
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Capture points per run:
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| `core/config/*.yaml`, `ran/config/*` | exact configs; UE subscriber key/OPc are stripped | — |
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| `timeline.ndjson` + `run_record.yaml` | ground-truth timeline (node clocks + orchestrator clock) | — |
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Faults
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N2/N3 link. Every injection writes `fault_start`/`fault_end` to the timeline independently of any detector.
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## Runs collected on 2026-09-30 (run records in `runs/`)
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the start of the connection. The orchestrator therefore restarts all Open5GS NFs at the start of every run,
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inside the capture window, and records it (`nf_restart_all` / `nf_restart_done`). Frames that still cannot be
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decoded are kept as `kind: undecodable_headers` records so the gap is measurable (`sbi_undecodable_frames` in
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`
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3. **UERANSIM gNB does not recover from an AMF restart.** Treat AMF restart as "gNB must be restarted too", or use it
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deliberately as a total-outage scenario.
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4. **NRF 404s after the restart burst** (`nnrf-nfm` heartbeats for instance ids the restarted NRF no longer knows)
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## Running a collection
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An orchestrator deploys the collector scripts to both nodes, runs one scenario (baseline, smf-restart,
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amf-restart, n2-netem, radius), pulls the captures back, and writes the run record and ground-truth timeline
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(`runs/<run_id>/`, `run_records/<run_id>.yaml`).
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Capture points per run:
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| `core/config/*.yaml`, `ran/config/*` | exact configs; UE subscriber key/OPc are stripped | — |
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| `timeline.ndjson` + `run_record.yaml` | ground-truth timeline (node clocks + orchestrator clock) | — |
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Faults: NF restart, NF stop for N seconds, `tc netem` delay/loss on the
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N2/N3 link. Every injection writes `fault_start`/`fault_end` to the timeline independently of any detector.
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## Runs collected on 2026-09-30 (run records in `runs/`)
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the start of the connection. The orchestrator therefore restarts all Open5GS NFs at the start of every run,
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inside the capture window, and records it (`nf_restart_all` / `nf_restart_done`). Frames that still cannot be
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decoded are kept as `kind: undecodable_headers` records so the gap is measurable (`sbi_undecodable_frames` in
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`summaries/nr_core.csv`).
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3. **UERANSIM gNB does not recover from an AMF restart.** Treat AMF restart as "gNB must be restarted too", or use it
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deliberately as a total-outage scenario.
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4. **NRF 404s after the restart burst** (`nnrf-nfm` heartbeats for instance ids the restarted NRF no longer knows)
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powder-5g-core-sim-v1/docs/data_dictionary.md
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# Data dictionary — requested fields vs. existing data
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Stage 1 deliverable. For every field the proposal asks for, this table says whether it is
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**available** in the existing raw archive (`data/raw/raw.7z`), **derivable** from it with the parsers
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`pipeline/parsers/`, or **needs new collection** on POWDER. "Where" names the raw file and the parser
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output field. Provenance follows the project rule: `measured` = as captured, `derived` = computed
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from measured data, `simulated` = not from real radios.
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**P** partially available (field exists but is unpopulated or unreliable — see note) · **N** needs new collection.
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Verified against the captures on 2026-09-30 (tshark 4.6.4, srsRAN_4G fork commits `ed736f7` and `dd62a9b`).
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Population statistics come from `
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`
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## 1. Event data (Elasticsearch records)
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| Requested field | Status | Where (raw → processed) | Notes |
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|---|---|---|---|
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| Event timestamp (UTC) | A | pcap frame time → `ts`, `ts_epoch_ns` in `*.s1ap_events`, `*.nas_events`, `*.rrc_events`; srsRAN log stamp → `*.log_events` | pcap and srsRAN log clocks are UTC and agree. Measurement-report and detector timestamps are on other, unaligned clocks (`ts_received_raw`, `ts_local_raw`, `clock` field). |
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| Pseudonymous UE identifier | D | IMSI in Attach request / Identity response → `ue_id` (HMAC-SHA256, salt
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| Cell identifier | A | SIB1 in UE/eNB MAC pcaps → `enb_id`, `cell_id_in_enb`, `cell_identity_hex`, `tac` (rrc_events); S1SetupRequest → `enb_id` (s1ap_events); PCI in measurement reports → `serving_pci`, `neighbors[].pci` | ECGI is not present in InitialUEMessage of these srsRAN captures (`s1ap.cell_ID` empty). |
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| Procedure type | A | `procedure`, `message`, `pdu_type` (s1ap_events); `message` (nas_events, rrc_events) | All S1AP class-1/2 procedures named from TS 36.413 tables. |
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| Outcome | A/D | `outcome` = request / indication / success / failure (s1ap, nas) | From PDU choice and NAS message type. |
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@@ -26,22 +25,22 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
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| Authentication events | A | NAS Authentication request/response/failure/reject, Security mode command/complete in s1ap_events and nas_events | Cellular (EPS-AKA) only. |
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| Mobility events | A | HandoverRequired / HandoverPreparationFailure / HandoverCommand (s1ap_events); RRC MeasurementReport, RRCConnectionReconfiguration with `handover_command: true`, RRCConnectionReestablishmentRequest (rrc_events) | Benign runs contain completed S1 handovers between the two eNBs (HandoverRequired → HandoverCommand); fake runs contain HandoverPreparationFailure `unknown-targetID` towards the fake cell. The Polaris MME captures add X2 PathSwitchRequest. |
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| Attach / service request / detach | A | NAS EMM messages (`nas_emm_message`), `Service reject` with `Implicitly detached` in fake runs | |
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-
| Benign vs. malicious behaviour label (run level) | A | Directory name → `scenario_label` (benign / fake) on every record; `
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| Malicious-event label (frame level) | A (single-ue fake only) | `single-ue/fake/labels/labels.txt` → `frame_label` = `fbs-attributed` on `cn_real.s1ap_events` records | Frame ranges of the EPC S1AP capture attributed to the fake BS (handover attempts towards it). Not available for two-ue runs. |
|
| 31 |
| Detector alerts | A (separate) | `detector_outputs/**/*.csv` → `detector.*.ndjson`, `provenance: derived`, `record_type: detector_output`, `final_verdict_label` | Kept in their own index; never merged into the ground-truth timeline. Timestamps unaligned. |
|
| 32 |
| Application activity (web, file transfer, streaming) | N (LTE archive) / partial (Stage 3) | Stage 3 runs log ping and one HTTP GET per phase through the UE tunnel | No application logs in the LTE archive; MAC byte counts per second are the closest proxy (`*.mac_stats`, derived). |
|
| 33 |
| Node login / service-management events | N | — | Not collected. |
|
| 34 |
| Injected fault records (restart, config error, load, backhaul delay/loss) | N (LTE archive) / A (Stage 3) | Stage 3: `scenario.timeline` in every run record | LTE archive: only condition is FBS present/absent. |
|
| 35 |
| IMS events (registration, call setup/teardown) | N | — | Needs Kamailio IMS + Open5GS deployment. |
|
| 36 |
-
| RADIUS authentication / accounting | A (Stage 3) | FreeRADIUS 3.0.16 on the core node; `core/pcap/radius.pcap` → `*.radius_events.*` (Access-Request/Accept/Reject, Accounting Start/Interim/Stop with session id, octets, terminate cause, latency, pseudonymised user); `core/logs/freeradius.log` slice | Test clients (`radtest`, `radclient`) drive accept, wrong-password reject, unknown-user reject and accounting per round
|
| 37 |
|
| 38 |
## 2. Network-performance data
|
| 39 |
|
| 40 |
| Requested field | Status | Where | Notes |
|
| 41 |
|---|---|---|---|
|
| 42 |
-
| Procedure counts per run | D | `
|
| 43 |
-
| Handover-preparation failure rate | D | `
|
| 44 |
-
| Procedure durations (attach, service request) | D | `
|
| 45 |
| Signal-quality change over time | D | measurement_reports + rrc MeasurementReport records (time series per UE) | See RF section for the underlying fields. |
|
| 46 |
| UL/DL goodput, RTT, jitter, packet loss | A (ZMQ runs) / N (LTE archive) | ZMQ runs: iperf3 JSON (`ran/app/iperf_*.json`), `ping -D` files, `curl -w` timings; POWDER core-sim: ping/HTTP only | Through a simulated radio link; absolute numbers describe the host, not a radio. LTE archive has none. |
|
| 47 |
| CQI | P (LTE) | `cqi` in measurement_reports | 0 in >99.9 % of LTE reports. Not exported by the ZMQ setup either (srsUE CSV has no CQI column); use DL SNR/MCS instead. |
|
|
@@ -84,7 +83,7 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 84 |
| PFCP (SMF↔UPF) | A (Stage 3) | `core/pcap/core_lo_cp.pcap` → `*.pfcp_events.*` (message, cause, SEID, F-TEID, UE IP, latency) | |
|
| 85 |
| GTP-U user plane (N3) | A/D (Stage 3) | `{core,ran}/pcap/n3_gtpu.pcap` → `*.gtpu_stats.*` per-second bytes/packets per TEID and direction (derived) | Raw user-plane pcap kept separate from control plane. |
|
| 86 |
| NF application logs | A (Stage 3) | `core/logs/<nf>.log` slices → `*.open5gs_log.<nf>` (component, level, event class, pseudonymised SUPI) | Local-time stamps converted with the recorded node offset. |
|
| 87 |
-
| Injected faults with ground truth | A (Stage 3) | `run_record.yaml` `scenario.timeline` (`fault_start`/`fault_end`, phase tags) from
|
| 88 |
| Application workload at the UE | A (Stage 3, minimal) | `ran/app/ping_*.txt`, `ran/app/http.txt` (ping -D, curl timing through `uesimtun0`) | Ping/HTTP only; goodput tests (iperf) not yet run. |
|
| 89 |
|
| 90 |
## Cross-cutting fields required by the data rules
|
|
@@ -92,9 +91,9 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 92 |
| Field | Status | Where |
|
| 93 |
|---|---|---|
|
| 94 |
| Provenance label | D | `provenance` on every processed record and summary row; run records list outputs with labels |
|
| 95 |
-
| Run identifier | D | `run_id` (`pfl-<variant>-<scenario>-exp-NN`, `detector_outputs-server-data-exp-01`, `polaris-*`) on every record; `
|
| 96 |
| Software versions | A | srsRAN commit + branch from log start lines → run record `software_versions`; configs themselves are **not** in the archive |
|
| 97 |
| Capture points | A | directory names → `capture_point`; per-file sha256 in run record |
|
| 98 |
-
| Clock-sync information | P | pcap/log clocks consistent (UTC); MR/detector clocks unverified → `clock_sync` note in run record and `notes` in `
|
| 99 |
| Train/test split by whole runs | A | `powder_fbs_lte/single-ue/train_test_split.json` → `split` column in `runs.csv` and run records (single-ue only; two-ue has no split file) |
|
| 100 |
-
| Dropped packets/samples | N | not recorded at capture time;
|
|
|
|
| 1 |
# Data dictionary — requested fields vs. existing data
|
| 2 |
|
| 3 |
Stage 1 deliverable. For every field the proposal asks for, this table says whether it is
|
| 4 |
+
**available** in the existing raw archive (`data/raw/raw.7z`), **derivable** from it with the parsers, or **needs new collection** on POWDER. "Where" names the raw file and the parser
|
|
|
|
| 5 |
output field. Provenance follows the project rule: `measured` = as captured, `derived` = computed
|
| 6 |
from measured data, `simulated` = not from real radios.
|
| 7 |
|
|
|
|
| 9 |
**P** partially available (field exists but is unpopulated or unreliable — see note) · **N** needs new collection.
|
| 10 |
|
| 11 |
Verified against the captures on 2026-09-30 (tshark 4.6.4, srsRAN_4G fork commits `ed736f7` and `dd62a9b`).
|
| 12 |
+
Population statistics come from `catalog/catalog.json` (`extra.mr_nonzero_fraction`) and
|
| 13 |
+
`summaries/`.
|
| 14 |
|
| 15 |
## 1. Event data (Elasticsearch records)
|
| 16 |
|
| 17 |
| Requested field | Status | Where (raw → processed) | Notes |
|
| 18 |
|---|---|---|---|
|
| 19 |
| Event timestamp (UTC) | A | pcap frame time → `ts`, `ts_epoch_ns` in `*.s1ap_events`, `*.nas_events`, `*.rrc_events`; srsRAN log stamp → `*.log_events` | pcap and srsRAN log clocks are UTC and agree. Measurement-report and detector timestamps are on other, unaligned clocks (`ts_received_raw`, `ts_local_raw`, `clock` field). |
|
| 20 |
+
| Pseudonymous UE identifier | D | IMSI in Attach request / Identity response → `ue_id` (HMAC-SHA256, salt not distributed); M-TMSI → `tmsi_id` | Raw IMSI never written; validation checks for 15-digit leaks. RNTI (`rnti`) is kept as-is (temporary). |
|
| 21 |
| Cell identifier | A | SIB1 in UE/eNB MAC pcaps → `enb_id`, `cell_id_in_enb`, `cell_identity_hex`, `tac` (rrc_events); S1SetupRequest → `enb_id` (s1ap_events); PCI in measurement reports → `serving_pci`, `neighbors[].pci` | ECGI is not present in InitialUEMessage of these srsRAN captures (`s1ap.cell_ID` empty). |
|
| 22 |
| Procedure type | A | `procedure`, `message`, `pdu_type` (s1ap_events); `message` (nas_events, rrc_events) | All S1AP class-1/2 procedures named from TS 36.413 tables. |
|
| 23 |
| Outcome | A/D | `outcome` = request / indication / success / failure (s1ap, nas) | From PDU choice and NAS message type. |
|
|
|
|
| 25 |
| Authentication events | A | NAS Authentication request/response/failure/reject, Security mode command/complete in s1ap_events and nas_events | Cellular (EPS-AKA) only. |
|
| 26 |
| Mobility events | A | HandoverRequired / HandoverPreparationFailure / HandoverCommand (s1ap_events); RRC MeasurementReport, RRCConnectionReconfiguration with `handover_command: true`, RRCConnectionReestablishmentRequest (rrc_events) | Benign runs contain completed S1 handovers between the two eNBs (HandoverRequired → HandoverCommand); fake runs contain HandoverPreparationFailure `unknown-targetID` towards the fake cell. The Polaris MME captures add X2 PathSwitchRequest. |
|
| 27 |
| Attach / service request / detach | A | NAS EMM messages (`nas_emm_message`), `Service reject` with `Implicitly detached` in fake runs | |
|
| 28 |
+
| Benign vs. malicious behaviour label (run level) | A | Directory name → `scenario_label` (benign / fake) on every record; `run_records/*.yaml` scenario.timeline | The activation instant of the fake eNB is not recorded. |
|
| 29 |
| Malicious-event label (frame level) | A (single-ue fake only) | `single-ue/fake/labels/labels.txt` → `frame_label` = `fbs-attributed` on `cn_real.s1ap_events` records | Frame ranges of the EPC S1AP capture attributed to the fake BS (handover attempts towards it). Not available for two-ue runs. |
|
| 30 |
| Detector alerts | A (separate) | `detector_outputs/**/*.csv` → `detector.*.ndjson`, `provenance: derived`, `record_type: detector_output`, `final_verdict_label` | Kept in their own index; never merged into the ground-truth timeline. Timestamps unaligned. |
|
| 31 |
| Application activity (web, file transfer, streaming) | N (LTE archive) / partial (Stage 3) | Stage 3 runs log ping and one HTTP GET per phase through the UE tunnel | No application logs in the LTE archive; MAC byte counts per second are the closest proxy (`*.mac_stats`, derived). |
|
| 32 |
| Node login / service-management events | N | — | Not collected. |
|
| 33 |
| Injected fault records (restart, config error, load, backhaul delay/loss) | N (LTE archive) / A (Stage 3) | Stage 3: `scenario.timeline` in every run record | LTE archive: only condition is FBS present/absent. |
|
| 34 |
| IMS events (registration, call setup/teardown) | N | — | Needs Kamailio IMS + Open5GS deployment. |
|
| 35 |
+
| RADIUS authentication / accounting | A (Stage 3) | FreeRADIUS 3.0.16 on the core node; `core/pcap/radius.pcap` → `*.radius_events.*` (Access-Request/Accept/Reject, Accounting Start/Interim/Stop with session id, octets, terminate cause, latency, pseudonymised user); `core/logs/freeradius.log` slice | Test clients (`radtest`, `radclient`) drive accept, wrong-password reject, unknown-user reject and accounting per round. Separate from the 5G NAS authentication on N2. |
|
| 36 |
|
| 37 |
## 2. Network-performance data
|
| 38 |
|
| 39 |
| Requested field | Status | Where | Notes |
|
| 40 |
|---|---|---|---|
|
| 41 |
+
| Procedure counts per run | D | `summaries/procedure_counts.csv` | From s1ap_events per capture point. |
|
| 42 |
+
| Handover-preparation failure rate | D | `summaries/handover_outcomes.csv` (`prep_failure_rate`, causes) | HandoverPreparationFailure ÷ HandoverRequired. |
|
| 43 |
+
| Procedure durations (attach, service request) | D | `summaries/attach_service.csv` (`attach_ms_*`, `service_req_ms_*`) | Request/response correlated on ENB-UE-S1AP-ID within one capture. |
|
| 44 |
| Signal-quality change over time | D | measurement_reports + rrc MeasurementReport records (time series per UE) | See RF section for the underlying fields. |
|
| 45 |
| UL/DL goodput, RTT, jitter, packet loss | A (ZMQ runs) / N (LTE archive) | ZMQ runs: iperf3 JSON (`ran/app/iperf_*.json`), `ping -D` files, `curl -w` timings; POWDER core-sim: ping/HTTP only | Through a simulated radio link; absolute numbers describe the host, not a radio. LTE archive has none. |
|
| 46 |
| CQI | P (LTE) | `cqi` in measurement_reports | 0 in >99.9 % of LTE reports. Not exported by the ZMQ setup either (srsUE CSV has no CQI column); use DL SNR/MCS instead. |
|
|
|
|
| 83 |
| PFCP (SMF↔UPF) | A (Stage 3) | `core/pcap/core_lo_cp.pcap` → `*.pfcp_events.*` (message, cause, SEID, F-TEID, UE IP, latency) | |
|
| 84 |
| GTP-U user plane (N3) | A/D (Stage 3) | `{core,ran}/pcap/n3_gtpu.pcap` → `*.gtpu_stats.*` per-second bytes/packets per TEID and direction (derived) | Raw user-plane pcap kept separate from control plane. |
|
| 85 |
| NF application logs | A (Stage 3) | `core/logs/<nf>.log` slices → `*.open5gs_log.<nf>` (component, level, event class, pseudonymised SUPI) | Local-time stamps converted with the recorded node offset. |
|
| 86 |
+
| Injected faults with ground truth | A (Stage 3) | `run_record.yaml` `scenario.timeline` (`fault_start`/`fault_end`, phase tags) from the fault-injection script | NF restart, NF stop for N s, netem delay/loss on N2/N3. |
|
| 87 |
| Application workload at the UE | A (Stage 3, minimal) | `ran/app/ping_*.txt`, `ran/app/http.txt` (ping -D, curl timing through `uesimtun0`) | Ping/HTTP only; goodput tests (iperf) not yet run. |
|
| 88 |
|
| 89 |
## Cross-cutting fields required by the data rules
|
|
|
|
| 91 |
| Field | Status | Where |
|
| 92 |
|---|---|---|
|
| 93 |
| Provenance label | D | `provenance` on every processed record and summary row; run records list outputs with labels |
|
| 94 |
+
| Run identifier | D | `run_id` (`pfl-<variant>-<scenario>-exp-NN`, `detector_outputs-server-data-exp-01`, `polaris-*`) on every record; `run_records/<run_id>.yaml` |
|
| 95 |
| Software versions | A | srsRAN commit + branch from log start lines → run record `software_versions`; configs themselves are **not** in the archive |
|
| 96 |
| Capture points | A | directory names → `capture_point`; per-file sha256 in run record |
|
| 97 |
+
| Clock-sync information | P | pcap/log clocks consistent (UTC); MR/detector clocks unverified → `clock_sync` note in run record and `notes` in `catalog/runs.csv` |
|
| 98 |
| Train/test split by whole runs | A | `powder_fbs_lte/single-ue/train_test_split.json` → `split` column in `runs.csv` and run records (single-ue only; two-ue has no split file) |
|
| 99 |
+
| Dropped packets/samples | N | not recorded at capture time; parsed vs. raw counts were compared during validation instead |
|
powder-5g-core-sim-v1/docs/event.schema.json
CHANGED
|
@@ -2,7 +2,7 @@
|
|
| 2 |
"$schema": "https://json-schema.org/draft/2020-12/schema",
|
| 3 |
"$id": "otel25/lte_event",
|
| 4 |
"title": "LTE structured event record",
|
| 5 |
-
"description": "One record per protocol message / log line / measurement report produced by
|
| 6 |
"type": "object",
|
| 7 |
"required": ["run_id", "layer", "provenance", "parser", "source_file"],
|
| 8 |
"properties": {
|
|
|
|
| 2 |
"$schema": "https://json-schema.org/draft/2020-12/schema",
|
| 3 |
"$id": "otel25/lte_event",
|
| 4 |
"title": "LTE structured event record",
|
| 5 |
+
"description": "One record per protocol message / log line / measurement report produced by the parsers. Common envelope fields are required; layer-specific fields are optional and documented in docs/data_dictionary.md.",
|
| 6 |
"type": "object",
|
| 7 |
"required": ["run_id", "layer", "provenance", "parser", "source_file"],
|
| 8 |
"properties": {
|
powder-lte-v1.tar.gz
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:dbf30b2bc8a853f2d99374baa38c7bbab1144c58b7218f37a6b4ccc732926392
|
| 3 |
+
size 74625403
|
powder-lte-v1.tar.gz.sha256
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 87
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:92f9bd77113fe77ba8ca0bbefe5ee593d4067282271d014ab5701a0d3d84e7ac
|
| 3 |
size 87
|
powder-lte-v1/MANIFEST.csv
CHANGED
|
@@ -1,12 +1,12 @@
|
|
| 1 |
path,bytes,sha256
|
| 2 |
-
README.md,
|
| 3 |
-
TERMS.md,
|
| 4 |
catalog/duplicates.csv,1482,a996c8e13244e3bed5098858850a1b8446375ec50141fdfaeb9b5a84cf8a6836
|
| 5 |
catalog/files.csv,253983,c00babce5d65d12ee7c3b239856dca060fd85568863deca56a54509ee3678e8e
|
| 6 |
catalog/runs.csv,30440,bd35da3a0ef90278b7b620de477b482721b4048c33ce68c7841f5f37b25fff24
|
| 7 |
-
docs/README.md,
|
| 8 |
-
docs/data_dictionary.md,
|
| 9 |
-
docs/lte_event.schema.json,
|
| 10 |
processed/detector_outputs/server-data/unknown/exp-01/detector.inference_log.ndjson,19566,e2fd4e68c200b3801683dcc72a8560537fa9cfd14334228e4b544a68e6ee0db2
|
| 11 |
processed/detector_outputs/server-data/unknown/exp-01/detector.inference_performance.ndjson,5981,b0388998a0415776883d95153af054c2e74afc7fb25b8fd7364bb71eece53ff6
|
| 12 |
processed/detector_outputs/server-data/unknown/exp-01/run_manifest.json,1297,a4d5fabe28e93423c5679745b040518a283ed7f65ee06165a98469181ddf8d82
|
|
@@ -1135,5 +1135,5 @@ summaries/nr_core.csv,51711,798079cb7365ca073e69ab8290298115670ec0d157e4a45775bb
|
|
| 1135 |
summaries/procedure_counts.csv,250576,b4d6308db97ea596a58fa769bd4d81d3e7233ae25dd81571cd8ed79aee77f9ec
|
| 1136 |
summaries/radio_quality.csv,55601,7fce323981bc8680228f0c6b298a666d6de9c9d9ae2f2dd5855d61cb8041cc2a
|
| 1137 |
summaries/run_overview.csv,10588,3adcbd145ed23421720a84183d799ed5411493585d1e4b5fc984add641548d78
|
| 1138 |
-
summaries/summary.md,
|
| 1139 |
train_test_split.single-ue.json,489,13f26ceb61743ef57c8f58cbf162fb1c1f1cf82ca59d93c73f611f62e582a2c0
|
|
|
|
| 1 |
path,bytes,sha256
|
| 2 |
+
README.md,1644,f9099838610ebe5d4324db6bf7844cb88a2f3b3838d2827e6cc2f6b15a1c7224
|
| 3 |
+
TERMS.md,437,0a9370c7fef3552790f91ec022b6fc03a7a6da1e3a58f355d73ba06df5d58ef0
|
| 4 |
catalog/duplicates.csv,1482,a996c8e13244e3bed5098858850a1b8446375ec50141fdfaeb9b5a84cf8a6836
|
| 5 |
catalog/files.csv,253983,c00babce5d65d12ee7c3b239856dca060fd85568863deca56a54509ee3678e8e
|
| 6 |
catalog/runs.csv,30440,bd35da3a0ef90278b7b620de477b482721b4048c33ce68c7841f5f37b25fff24
|
| 7 |
+
docs/README.md,7461,085cbe83fa9c9f6e6962ffcce353a7f6f0c7c0f19f6d8359516bd18a292e19ef
|
| 8 |
+
docs/data_dictionary.md,13796,e830dfc50ccbe90b2a63b6e1fb354373e2eff8e32156cba964425d0ece4efd2d
|
| 9 |
+
docs/lte_event.schema.json,3349,426e65e48edcad531b94e118aa36e38525030c77360c662ff6257d9718efb28e
|
| 10 |
processed/detector_outputs/server-data/unknown/exp-01/detector.inference_log.ndjson,19566,e2fd4e68c200b3801683dcc72a8560537fa9cfd14334228e4b544a68e6ee0db2
|
| 11 |
processed/detector_outputs/server-data/unknown/exp-01/detector.inference_performance.ndjson,5981,b0388998a0415776883d95153af054c2e74afc7fb25b8fd7364bb71eece53ff6
|
| 12 |
processed/detector_outputs/server-data/unknown/exp-01/run_manifest.json,1297,a4d5fabe28e93423c5679745b040518a283ed7f65ee06165a98469181ddf8d82
|
|
|
|
| 1135 |
summaries/procedure_counts.csv,250576,b4d6308db97ea596a58fa769bd4d81d3e7233ae25dd81571cd8ed79aee77f9ec
|
| 1136 |
summaries/radio_quality.csv,55601,7fce323981bc8680228f0c6b298a666d6de9c9d9ae2f2dd5855d61cb8041cc2a
|
| 1137 |
summaries/run_overview.csv,10588,3adcbd145ed23421720a84183d799ed5411493585d1e4b5fc984add641548d78
|
| 1138 |
+
summaries/summary.md,43413,1e6f85591caa19dc66c3e7d29d160ea335b1ea9831680b842893ab8b893e17d3
|
| 1139 |
train_test_split.single-ue.json,489,13f26ceb61743ef57c8f58cbf162fb1c1f1cf82ca59d93c73f611f62e582a2c0
|
powder-lte-v1/README.md
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
# powder-lte-v1
|
| 2 |
|
| 3 |
-
Built 2026-10-14
|
| 4 |
|
| 5 |
POWDER LTE fake-base-station runs (srsRAN_4G): 63 runs, benign vs. fake base station, parsed into S1AP/NAS/RRC events, MAC byte counts, EPC measurement reports and srsENB/srsUE log events, with frame-level malicious labels for single-UE fake runs, detector outputs (predictions, separate), per-run records and derived summaries. Provenance: measured LTE signalling over real SDR radios on POWDER.
|
| 6 |
|
|
|
|
| 1 |
# powder-lte-v1
|
| 2 |
|
| 3 |
+
Built 2026-10-14.
|
| 4 |
|
| 5 |
POWDER LTE fake-base-station runs (srsRAN_4G): 63 runs, benign vs. fake base station, parsed into S1AP/NAS/RRC events, MAC byte counts, EPC measurement reports and srsENB/srsUE log events, with frame-level malicious labels for single-UE fake runs, detector outputs (predictions, separate), per-run records and derived summaries. Provenance: measured LTE signalling over real SDR radios on POWDER.
|
| 6 |
|
powder-lte-v1/TERMS.md
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
# Terms (placeholder)
|
| 2 |
|
| 3 |
-
Collected by the UT Dallas
|
| 4 |
-
contributors until the owner (
|
| 5 |
device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
|
| 6 |
material (Polaris operator captures and drive tests) is deliberately not part of this collection.
|
|
|
|
| 1 |
# Terms (placeholder)
|
| 2 |
|
| 3 |
+
Collected by the UT Dallas 5G lab POWDER data-collection effort for OTel 2.5. Internal to the OTel 2.5
|
| 4 |
+
contributors until the owner (Mashroor Hasan Bhuiyan, UT Dallas) states redistribution terms. Subscriber and
|
| 5 |
device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
|
| 6 |
material (Polaris operator captures and drive tests) is deliberately not part of this collection.
|
powder-lte-v1/docs/README.md
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
# Stage 1 — Inventory of existing datasets
|
| 2 |
|
| 3 |
-
What is in `
|
| 4 |
-
The archive itself is
|
| 5 |
|
| 6 |
## Contents of the archive
|
| 7 |
|
|
@@ -70,9 +70,9 @@ MME), UE context release on inactivity. In fake runs the UE additionally camps o
|
|
| 70 |
7. **Missing capture points.** `catalog/runs.csv` column `missing_expected` lists absent files per run
|
| 71 |
(e.g. two-ue/benign/exp-6 has no `cn_real` and no `enb_real` S1AP pcap).
|
| 72 |
8. **Secrets in logs.** srsENB warning lines dump PDCP integrity keys as hex. The log parser drops every
|
| 73 |
-
continuation line;
|
| 74 |
9. **Third-party data.** The Polaris MME captures contain real IMSIs/TMSIs of an operator network. Only parse with the
|
| 75 |
-
pseudonymisation salt in place (
|
| 76 |
out of any shared location. The Nemo RRC→pcap conversion decodes PCCH paging correctly but DCCH messages are
|
| 77 |
partly misdecoded, and the converter writes the handset's local time (UTC-7) as if it were UTC, so those pcaps
|
| 78 |
are 7 h early; `nmf_gps` applies the `#UT` offset from the NMF header and is correct. Treat the converted RRC
|
|
@@ -80,22 +80,15 @@ MME), UE context release on inactivity. In fake runs the UE additionally camps o
|
|
| 80 |
|
| 81 |
## How the inventory was produced
|
| 82 |
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
python -m inventory.catalog_raw -j 8 # -> inventory/catalog/*.csv|json (sha256, capinfos, log/MR summaries)
|
| 87 |
-
python -m inventory.make_run_records # -> inventory/run_records/<run_id>.yaml (retro-fitted run records)
|
| 88 |
-
python -m pipeline.parsers.parse_run -j 6 # -> data/processed/<dataset>/<variant>/<scenario>/<exp>/*.ndjson
|
| 89 |
-
python -m pipeline.parsers.summaries # -> inventory/summaries/*.csv, summary.md (derived)
|
| 90 |
-
python -m validation.check_events_vs_raw # -> validation/report.md
|
| 91 |
-
python -m pipeline.parsers.es_export [--es-url http://host:9200] # bulk NDJSON, optional live index
|
| 92 |
-
```
|
| 93 |
|
| 94 |
-
Outputs
|
| 95 |
|
| 96 |
* `data_dictionary.md` — every requested field marked available / derivable / needs new collection.
|
| 97 |
-
* `catalog/` — file and run catalog
|
| 98 |
-
* `run_records/` — one retro-fitted run record per POWDER run
|
| 99 |
* `summaries/` — handover outcomes, attach/service-request durations, radio-quality statistics, cells seen
|
| 100 |
-
(derived
|
| 101 |
-
* `
|
|
|
|
| 1 |
# Stage 1 — Inventory of existing datasets
|
| 2 |
|
| 3 |
+
What is in the raw archive (`raw.7z`), how it is organised, what is wrong with it, and how it was catalogued.
|
| 4 |
+
The raw archive itself is not distributed; only the metadata and processed records are.
|
| 5 |
|
| 6 |
## Contents of the archive
|
| 7 |
|
|
|
|
| 70 |
7. **Missing capture points.** `catalog/runs.csv` column `missing_expected` lists absent files per run
|
| 71 |
(e.g. two-ue/benign/exp-6 has no `cn_real` and no `enb_real` S1AP pcap).
|
| 72 |
8. **Secrets in logs.** srsENB warning lines dump PDCP integrity keys as hex. The log parser drops every
|
| 73 |
+
continuation line; raw logs are never copied into the processed records.
|
| 74 |
9. **Third-party data.** The Polaris MME captures contain real IMSIs/TMSIs of an operator network. Only parse with the
|
| 75 |
+
pseudonymisation salt in place (generated on first run, never distributed) and keep the raw files
|
| 76 |
out of any shared location. The Nemo RRC→pcap conversion decodes PCCH paging correctly but DCCH messages are
|
| 77 |
partly misdecoded, and the converter writes the handset's local time (UTC-7) as if it were UTC, so those pcaps
|
| 78 |
are 7 h early; `nmf_gps` applies the `#UT` offset from the NMF header and is correct. Treat the converted RRC
|
|
|
|
| 80 |
|
| 81 |
## How the inventory was produced
|
| 82 |
|
| 83 |
+
The raw archive was extracted and catalogued (sha256, capinfos, log and measurement-report summaries), each
|
| 84 |
+
POWDER run got a retro-fitted run record, the captures were parsed into NDJSON event records, derived summaries
|
| 85 |
+
were computed, and parsed records were checked against raw packet counts.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 86 |
|
| 87 |
+
Outputs:
|
| 88 |
|
| 89 |
* `data_dictionary.md` — every requested field marked available / derivable / needs new collection.
|
| 90 |
+
* `catalog/` — file and run catalog.
|
| 91 |
+
* `run_records/` — one retro-fitted run record per POWDER run.
|
| 92 |
* `summaries/` — handover outcomes, attach/service-request durations, radio-quality statistics, cells seen
|
| 93 |
+
(derived).
|
| 94 |
+
* `processed/` (in the tarball) — structured LTE event records (NDJSON).
|
powder-lte-v1/docs/data_dictionary.md
CHANGED
|
@@ -1,8 +1,7 @@
|
|
| 1 |
# Data dictionary — requested fields vs. existing data
|
| 2 |
|
| 3 |
Stage 1 deliverable. For every field the proposal asks for, this table says whether it is
|
| 4 |
-
**available** in the existing raw archive (`data/raw/raw.7z`), **derivable** from it with the parsers
|
| 5 |
-
`pipeline/parsers/`, or **needs new collection** on POWDER. "Where" names the raw file and the parser
|
| 6 |
output field. Provenance follows the project rule: `measured` = as captured, `derived` = computed
|
| 7 |
from measured data, `simulated` = not from real radios.
|
| 8 |
|
|
@@ -10,15 +9,15 @@ Status legend: **A** available (measured, populated) · **D** derivable (compute
|
|
| 10 |
**P** partially available (field exists but is unpopulated or unreliable — see note) · **N** needs new collection.
|
| 11 |
|
| 12 |
Verified against the captures on 2026-09-30 (tshark 4.6.4, srsRAN_4G fork commits `ed736f7` and `dd62a9b`).
|
| 13 |
-
Population statistics come from `
|
| 14 |
-
`
|
| 15 |
|
| 16 |
## 1. Event data (Elasticsearch records)
|
| 17 |
|
| 18 |
| Requested field | Status | Where (raw → processed) | Notes |
|
| 19 |
|---|---|---|---|
|
| 20 |
| Event timestamp (UTC) | A | pcap frame time → `ts`, `ts_epoch_ns` in `*.s1ap_events`, `*.nas_events`, `*.rrc_events`; srsRAN log stamp → `*.log_events` | pcap and srsRAN log clocks are UTC and agree. Measurement-report and detector timestamps are on other, unaligned clocks (`ts_received_raw`, `ts_local_raw`, `clock` field). |
|
| 21 |
-
| Pseudonymous UE identifier | D | IMSI in Attach request / Identity response → `ue_id` (HMAC-SHA256, salt
|
| 22 |
| Cell identifier | A | SIB1 in UE/eNB MAC pcaps → `enb_id`, `cell_id_in_enb`, `cell_identity_hex`, `tac` (rrc_events); S1SetupRequest → `enb_id` (s1ap_events); PCI in measurement reports → `serving_pci`, `neighbors[].pci` | ECGI is not present in InitialUEMessage of these srsRAN captures (`s1ap.cell_ID` empty). |
|
| 23 |
| Procedure type | A | `procedure`, `message`, `pdu_type` (s1ap_events); `message` (nas_events, rrc_events) | All S1AP class-1/2 procedures named from TS 36.413 tables. |
|
| 24 |
| Outcome | A/D | `outcome` = request / indication / success / failure (s1ap, nas) | From PDU choice and NAS message type. |
|
|
@@ -26,22 +25,22 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 26 |
| Authentication events | A | NAS Authentication request/response/failure/reject, Security mode command/complete in s1ap_events and nas_events | Cellular (EPS-AKA) only. |
|
| 27 |
| Mobility events | A | HandoverRequired / HandoverPreparationFailure / HandoverCommand (s1ap_events); RRC MeasurementReport, RRCConnectionReconfiguration with `handover_command: true`, RRCConnectionReestablishmentRequest (rrc_events) | Benign runs contain completed S1 handovers between the two eNBs (HandoverRequired → HandoverCommand); fake runs contain HandoverPreparationFailure `unknown-targetID` towards the fake cell. The Polaris MME captures add X2 PathSwitchRequest. |
|
| 28 |
| Attach / service request / detach | A | NAS EMM messages (`nas_emm_message`), `Service reject` with `Implicitly detached` in fake runs | |
|
| 29 |
-
| Benign vs. malicious behaviour label (run level) | A | Directory name → `scenario_label` (benign / fake) on every record; `
|
| 30 |
| Malicious-event label (frame level) | A (single-ue fake only) | `single-ue/fake/labels/labels.txt` → `frame_label` = `fbs-attributed` on `cn_real.s1ap_events` records | Frame ranges of the EPC S1AP capture attributed to the fake BS (handover attempts towards it). Not available for two-ue runs. |
|
| 31 |
| Detector alerts | A (separate) | `detector_outputs/**/*.csv` → `detector.*.ndjson`, `provenance: derived`, `record_type: detector_output`, `final_verdict_label` | Kept in their own index; never merged into the ground-truth timeline. Timestamps unaligned. |
|
| 32 |
| Application activity (web, file transfer, streaming) | N (LTE archive) / partial (Stage 3) | Stage 3 runs log ping and one HTTP GET per phase through the UE tunnel | No application logs in the LTE archive; MAC byte counts per second are the closest proxy (`*.mac_stats`, derived). |
|
| 33 |
| Node login / service-management events | N | — | Not collected. |
|
| 34 |
| Injected fault records (restart, config error, load, backhaul delay/loss) | N (LTE archive) / A (Stage 3) | Stage 3: `scenario.timeline` in every run record | LTE archive: only condition is FBS present/absent. |
|
| 35 |
| IMS events (registration, call setup/teardown) | N | — | Needs Kamailio IMS + Open5GS deployment. |
|
| 36 |
-
| RADIUS authentication / accounting | A (Stage 3) | FreeRADIUS 3.0.16 on the core node; `core/pcap/radius.pcap` → `*.radius_events.*` (Access-Request/Accept/Reject, Accounting Start/Interim/Stop with session id, octets, terminate cause, latency, pseudonymised user); `core/logs/freeradius.log` slice | Test clients (`radtest`, `radclient`) drive accept, wrong-password reject, unknown-user reject and accounting per round
|
| 37 |
|
| 38 |
## 2. Network-performance data
|
| 39 |
|
| 40 |
| Requested field | Status | Where | Notes |
|
| 41 |
|---|---|---|---|
|
| 42 |
-
| Procedure counts per run | D | `
|
| 43 |
-
| Handover-preparation failure rate | D | `
|
| 44 |
-
| Procedure durations (attach, service request) | D | `
|
| 45 |
| Signal-quality change over time | D | measurement_reports + rrc MeasurementReport records (time series per UE) | See RF section for the underlying fields. |
|
| 46 |
| UL/DL goodput, RTT, jitter, packet loss | A (ZMQ runs) / N (LTE archive) | ZMQ runs: iperf3 JSON (`ran/app/iperf_*.json`), `ping -D` files, `curl -w` timings; POWDER core-sim: ping/HTTP only | Through a simulated radio link; absolute numbers describe the host, not a radio. LTE archive has none. |
|
| 47 |
| CQI | P (LTE) | `cqi` in measurement_reports | 0 in >99.9 % of LTE reports. Not exported by the ZMQ setup either (srsUE CSV has no CQI column); use DL SNR/MCS instead. |
|
|
@@ -84,7 +83,7 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 84 |
| PFCP (SMF↔UPF) | A (Stage 3) | `core/pcap/core_lo_cp.pcap` → `*.pfcp_events.*` (message, cause, SEID, F-TEID, UE IP, latency) | |
|
| 85 |
| GTP-U user plane (N3) | A/D (Stage 3) | `{core,ran}/pcap/n3_gtpu.pcap` → `*.gtpu_stats.*` per-second bytes/packets per TEID and direction (derived) | Raw user-plane pcap kept separate from control plane. |
|
| 86 |
| NF application logs | A (Stage 3) | `core/logs/<nf>.log` slices → `*.open5gs_log.<nf>` (component, level, event class, pseudonymised SUPI) | Local-time stamps converted with the recorded node offset. |
|
| 87 |
-
| Injected faults with ground truth | A (Stage 3) | `run_record.yaml` `scenario.timeline` (`fault_start`/`fault_end`, phase tags) from
|
| 88 |
| Application workload at the UE | A (Stage 3, minimal) | `ran/app/ping_*.txt`, `ran/app/http.txt` (ping -D, curl timing through `uesimtun0`) | Ping/HTTP only; goodput tests (iperf) not yet run. |
|
| 89 |
|
| 90 |
## Cross-cutting fields required by the data rules
|
|
@@ -92,9 +91,9 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 92 |
| Field | Status | Where |
|
| 93 |
|---|---|---|
|
| 94 |
| Provenance label | D | `provenance` on every processed record and summary row; run records list outputs with labels |
|
| 95 |
-
| Run identifier | D | `run_id` (`pfl-<variant>-<scenario>-exp-NN`, `detector_outputs-server-data-exp-01`, `polaris-*`) on every record; `
|
| 96 |
| Software versions | A | srsRAN commit + branch from log start lines → run record `software_versions`; configs themselves are **not** in the archive |
|
| 97 |
| Capture points | A | directory names → `capture_point`; per-file sha256 in run record |
|
| 98 |
-
| Clock-sync information | P | pcap/log clocks consistent (UTC); MR/detector clocks unverified → `clock_sync` note in run record and `notes` in `
|
| 99 |
| Train/test split by whole runs | A | `powder_fbs_lte/single-ue/train_test_split.json` → `split` column in `runs.csv` and run records (single-ue only; two-ue has no split file) |
|
| 100 |
-
| Dropped packets/samples | N | not recorded at capture time;
|
|
|
|
| 1 |
# Data dictionary — requested fields vs. existing data
|
| 2 |
|
| 3 |
Stage 1 deliverable. For every field the proposal asks for, this table says whether it is
|
| 4 |
+
**available** in the existing raw archive (`data/raw/raw.7z`), **derivable** from it with the parsers, or **needs new collection** on POWDER. "Where" names the raw file and the parser
|
|
|
|
| 5 |
output field. Provenance follows the project rule: `measured` = as captured, `derived` = computed
|
| 6 |
from measured data, `simulated` = not from real radios.
|
| 7 |
|
|
|
|
| 9 |
**P** partially available (field exists but is unpopulated or unreliable — see note) · **N** needs new collection.
|
| 10 |
|
| 11 |
Verified against the captures on 2026-09-30 (tshark 4.6.4, srsRAN_4G fork commits `ed736f7` and `dd62a9b`).
|
| 12 |
+
Population statistics come from `catalog/catalog.json` (`extra.mr_nonzero_fraction`) and
|
| 13 |
+
`summaries/`.
|
| 14 |
|
| 15 |
## 1. Event data (Elasticsearch records)
|
| 16 |
|
| 17 |
| Requested field | Status | Where (raw → processed) | Notes |
|
| 18 |
|---|---|---|---|
|
| 19 |
| Event timestamp (UTC) | A | pcap frame time → `ts`, `ts_epoch_ns` in `*.s1ap_events`, `*.nas_events`, `*.rrc_events`; srsRAN log stamp → `*.log_events` | pcap and srsRAN log clocks are UTC and agree. Measurement-report and detector timestamps are on other, unaligned clocks (`ts_received_raw`, `ts_local_raw`, `clock` field). |
|
| 20 |
+
| Pseudonymous UE identifier | D | IMSI in Attach request / Identity response → `ue_id` (HMAC-SHA256, salt not distributed); M-TMSI → `tmsi_id` | Raw IMSI never written; validation checks for 15-digit leaks. RNTI (`rnti`) is kept as-is (temporary). |
|
| 21 |
| Cell identifier | A | SIB1 in UE/eNB MAC pcaps → `enb_id`, `cell_id_in_enb`, `cell_identity_hex`, `tac` (rrc_events); S1SetupRequest → `enb_id` (s1ap_events); PCI in measurement reports → `serving_pci`, `neighbors[].pci` | ECGI is not present in InitialUEMessage of these srsRAN captures (`s1ap.cell_ID` empty). |
|
| 22 |
| Procedure type | A | `procedure`, `message`, `pdu_type` (s1ap_events); `message` (nas_events, rrc_events) | All S1AP class-1/2 procedures named from TS 36.413 tables. |
|
| 23 |
| Outcome | A/D | `outcome` = request / indication / success / failure (s1ap, nas) | From PDU choice and NAS message type. |
|
|
|
|
| 25 |
| Authentication events | A | NAS Authentication request/response/failure/reject, Security mode command/complete in s1ap_events and nas_events | Cellular (EPS-AKA) only. |
|
| 26 |
| Mobility events | A | HandoverRequired / HandoverPreparationFailure / HandoverCommand (s1ap_events); RRC MeasurementReport, RRCConnectionReconfiguration with `handover_command: true`, RRCConnectionReestablishmentRequest (rrc_events) | Benign runs contain completed S1 handovers between the two eNBs (HandoverRequired → HandoverCommand); fake runs contain HandoverPreparationFailure `unknown-targetID` towards the fake cell. The Polaris MME captures add X2 PathSwitchRequest. |
|
| 27 |
| Attach / service request / detach | A | NAS EMM messages (`nas_emm_message`), `Service reject` with `Implicitly detached` in fake runs | |
|
| 28 |
+
| Benign vs. malicious behaviour label (run level) | A | Directory name → `scenario_label` (benign / fake) on every record; `run_records/*.yaml` scenario.timeline | The activation instant of the fake eNB is not recorded. |
|
| 29 |
| Malicious-event label (frame level) | A (single-ue fake only) | `single-ue/fake/labels/labels.txt` → `frame_label` = `fbs-attributed` on `cn_real.s1ap_events` records | Frame ranges of the EPC S1AP capture attributed to the fake BS (handover attempts towards it). Not available for two-ue runs. |
|
| 30 |
| Detector alerts | A (separate) | `detector_outputs/**/*.csv` → `detector.*.ndjson`, `provenance: derived`, `record_type: detector_output`, `final_verdict_label` | Kept in their own index; never merged into the ground-truth timeline. Timestamps unaligned. |
|
| 31 |
| Application activity (web, file transfer, streaming) | N (LTE archive) / partial (Stage 3) | Stage 3 runs log ping and one HTTP GET per phase through the UE tunnel | No application logs in the LTE archive; MAC byte counts per second are the closest proxy (`*.mac_stats`, derived). |
|
| 32 |
| Node login / service-management events | N | — | Not collected. |
|
| 33 |
| Injected fault records (restart, config error, load, backhaul delay/loss) | N (LTE archive) / A (Stage 3) | Stage 3: `scenario.timeline` in every run record | LTE archive: only condition is FBS present/absent. |
|
| 34 |
| IMS events (registration, call setup/teardown) | N | — | Needs Kamailio IMS + Open5GS deployment. |
|
| 35 |
+
| RADIUS authentication / accounting | A (Stage 3) | FreeRADIUS 3.0.16 on the core node; `core/pcap/radius.pcap` → `*.radius_events.*` (Access-Request/Accept/Reject, Accounting Start/Interim/Stop with session id, octets, terminate cause, latency, pseudonymised user); `core/logs/freeradius.log` slice | Test clients (`radtest`, `radclient`) drive accept, wrong-password reject, unknown-user reject and accounting per round. Separate from the 5G NAS authentication on N2. |
|
| 36 |
|
| 37 |
## 2. Network-performance data
|
| 38 |
|
| 39 |
| Requested field | Status | Where | Notes |
|
| 40 |
|---|---|---|---|
|
| 41 |
+
| Procedure counts per run | D | `summaries/procedure_counts.csv` | From s1ap_events per capture point. |
|
| 42 |
+
| Handover-preparation failure rate | D | `summaries/handover_outcomes.csv` (`prep_failure_rate`, causes) | HandoverPreparationFailure ÷ HandoverRequired. |
|
| 43 |
+
| Procedure durations (attach, service request) | D | `summaries/attach_service.csv` (`attach_ms_*`, `service_req_ms_*`) | Request/response correlated on ENB-UE-S1AP-ID within one capture. |
|
| 44 |
| Signal-quality change over time | D | measurement_reports + rrc MeasurementReport records (time series per UE) | See RF section for the underlying fields. |
|
| 45 |
| UL/DL goodput, RTT, jitter, packet loss | A (ZMQ runs) / N (LTE archive) | ZMQ runs: iperf3 JSON (`ran/app/iperf_*.json`), `ping -D` files, `curl -w` timings; POWDER core-sim: ping/HTTP only | Through a simulated radio link; absolute numbers describe the host, not a radio. LTE archive has none. |
|
| 46 |
| CQI | P (LTE) | `cqi` in measurement_reports | 0 in >99.9 % of LTE reports. Not exported by the ZMQ setup either (srsUE CSV has no CQI column); use DL SNR/MCS instead. |
|
|
|
|
| 83 |
| PFCP (SMF↔UPF) | A (Stage 3) | `core/pcap/core_lo_cp.pcap` → `*.pfcp_events.*` (message, cause, SEID, F-TEID, UE IP, latency) | |
|
| 84 |
| GTP-U user plane (N3) | A/D (Stage 3) | `{core,ran}/pcap/n3_gtpu.pcap` → `*.gtpu_stats.*` per-second bytes/packets per TEID and direction (derived) | Raw user-plane pcap kept separate from control plane. |
|
| 85 |
| NF application logs | A (Stage 3) | `core/logs/<nf>.log` slices → `*.open5gs_log.<nf>` (component, level, event class, pseudonymised SUPI) | Local-time stamps converted with the recorded node offset. |
|
| 86 |
+
| Injected faults with ground truth | A (Stage 3) | `run_record.yaml` `scenario.timeline` (`fault_start`/`fault_end`, phase tags) from the fault-injection script | NF restart, NF stop for N s, netem delay/loss on N2/N3. |
|
| 87 |
| Application workload at the UE | A (Stage 3, minimal) | `ran/app/ping_*.txt`, `ran/app/http.txt` (ping -D, curl timing through `uesimtun0`) | Ping/HTTP only; goodput tests (iperf) not yet run. |
|
| 88 |
|
| 89 |
## Cross-cutting fields required by the data rules
|
|
|
|
| 91 |
| Field | Status | Where |
|
| 92 |
|---|---|---|
|
| 93 |
| Provenance label | D | `provenance` on every processed record and summary row; run records list outputs with labels |
|
| 94 |
+
| Run identifier | D | `run_id` (`pfl-<variant>-<scenario>-exp-NN`, `detector_outputs-server-data-exp-01`, `polaris-*`) on every record; `run_records/<run_id>.yaml` |
|
| 95 |
| Software versions | A | srsRAN commit + branch from log start lines → run record `software_versions`; configs themselves are **not** in the archive |
|
| 96 |
| Capture points | A | directory names → `capture_point`; per-file sha256 in run record |
|
| 97 |
+
| Clock-sync information | P | pcap/log clocks consistent (UTC); MR/detector clocks unverified → `clock_sync` note in run record and `notes` in `catalog/runs.csv` |
|
| 98 |
| Train/test split by whole runs | A | `powder_fbs_lte/single-ue/train_test_split.json` → `split` column in `runs.csv` and run records (single-ue only; two-ue has no split file) |
|
| 99 |
+
| Dropped packets/samples | N | not recorded at capture time; parsed vs. raw counts were compared during validation instead |
|
powder-lte-v1/docs/lte_event.schema.json
CHANGED
|
@@ -2,7 +2,7 @@
|
|
| 2 |
"$schema": "https://json-schema.org/draft/2020-12/schema",
|
| 3 |
"$id": "otel25/lte_event",
|
| 4 |
"title": "LTE structured event record",
|
| 5 |
-
"description": "One record per protocol message / log line / measurement report produced by
|
| 6 |
"type": "object",
|
| 7 |
"required": ["run_id", "layer", "provenance", "parser", "source_file"],
|
| 8 |
"properties": {
|
|
|
|
| 2 |
"$schema": "https://json-schema.org/draft/2020-12/schema",
|
| 3 |
"$id": "otel25/lte_event",
|
| 4 |
"title": "LTE structured event record",
|
| 5 |
+
"description": "One record per protocol message / log line / measurement report produced by the parsers. Common envelope fields are required; layer-specific fields are optional and documented in docs/data_dictionary.md.",
|
| 6 |
"type": "object",
|
| 7 |
"required": ["run_id", "layer", "provenance", "parser", "source_file"],
|
| 8 |
"properties": {
|
powder-lte-v1/summaries/summary.md
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
# Derived summaries of the existing POWDER LTE runs
|
| 2 |
|
| 3 |
-
Generated
|
| 4 |
|
| 5 |
## Records per run
|
| 6 |
|
|
|
|
| 1 |
# Derived summaries of the existing POWDER LTE runs
|
| 2 |
|
| 3 |
+
Generated from the processed event records. All values are **derived** from measured captures; see the CSV files in this directory for the full tables.
|
| 4 |
|
| 5 |
## Records per run
|
| 6 |
|
zmq-5g-core-sim-v1.tar.gz
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0537afd7f629223c756f2a5f4ab0346215ebeb8f4bb7e54d4a7b24a95b62d4ee
|
| 3 |
+
size 9370094
|
zmq-5g-core-sim-v1.tar.gz.sha256
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 92
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bc8646ea8b46854d1d5104f370f1f8cd3f5a4a58248afb0312f2506f7ab02e9e
|
| 3 |
size 92
|
zmq-5g-core-sim-v1/MANIFEST.csv
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
path,bytes,sha256
|
| 2 |
-
README.md,
|
| 3 |
-
TERMS.md,
|
| 4 |
-
docs/DEPLOYMENT.md,
|
| 5 |
-
docs/data_dictionary.md,
|
| 6 |
-
docs/event.schema.json,
|
| 7 |
processed/2026-10-14T075929Z_zmq_baseline_test/core.gtpu_stats.n3_gtpu.ndjson,50173,028f9a7ccd6e291293d55ef87141102f8d49212a0d7be2bd22e0acdafc34eb2f
|
| 8 |
processed/2026-10-14T075929Z_zmq_baseline_test/core.ngap_events.n2_ngap.ndjson,19037,54a937e651fc38b7d7540b9a1a8da414e455ad116dcd69c15f8b23927d95151d
|
| 9 |
processed/2026-10-14T075929Z_zmq_baseline_test/core.open5gs_log.amf.ndjson,23523,2498d51824e3288a93eb91f5ad62a1c26e664e5c8a9d490d236f95d034d5708f
|
|
|
|
| 1 |
path,bytes,sha256
|
| 2 |
+
README.md,1678,b0fb8aba20769df8c526d71c073cfe5a71e561232f731883e43dd16d2071a15f
|
| 3 |
+
TERMS.md,437,0a9370c7fef3552790f91ec022b6fc03a7a6da1e3a58f355d73ba06df5d58ef0
|
| 4 |
+
docs/DEPLOYMENT.md,4835,417741945089bc661d02cfe2466c0923afcb4f4df434582cdbb6490467442b12
|
| 5 |
+
docs/data_dictionary.md,13796,e830dfc50ccbe90b2a63b6e1fb354373e2eff8e32156cba964425d0ece4efd2d
|
| 6 |
+
docs/event.schema.json,3349,426e65e48edcad531b94e118aa36e38525030c77360c662ff6257d9718efb28e
|
| 7 |
processed/2026-10-14T075929Z_zmq_baseline_test/core.gtpu_stats.n3_gtpu.ndjson,50173,028f9a7ccd6e291293d55ef87141102f8d49212a0d7be2bd22e0acdafc34eb2f
|
| 8 |
processed/2026-10-14T075929Z_zmq_baseline_test/core.ngap_events.n2_ngap.ndjson,19037,54a937e651fc38b7d7540b9a1a8da414e455ad116dcd69c15f8b23927d95151d
|
| 9 |
processed/2026-10-14T075929Z_zmq_baseline_test/core.open5gs_log.amf.ndjson,23523,2498d51824e3288a93eb91f5ad62a1c26e664e5c8a9d490d236f95d034d5708f
|
zmq-5g-core-sim-v1/README.md
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
# zmq-5g-core-sim-v1
|
| 2 |
|
| 3 |
-
Built 2026-10-14
|
| 4 |
|
| 5 |
Local software-only 5G SA runs (Open5GS 2.7.7 + ocudu gNB + srsUE over a ZMQ radio link): 87 runs across baseline, re-attach cycles, NF restarts and outages, scheduler MCS caps, TCP/UDP load; NGAP, 5G NAS, NR RRC, SBI, PFCP, GTP-U and MAC-NR counters, gNB scheduler metrics and per-second UE radio metrics (RSRP, SNR, MCS, BLER, bitrates), iperf/ping/HTTP results, ground-truth timelines. Provenance: real core/gNB/UE software, simulated radio (no RF).
|
| 6 |
|
|
|
|
| 1 |
# zmq-5g-core-sim-v1
|
| 2 |
|
| 3 |
+
Built 2026-10-14.
|
| 4 |
|
| 5 |
Local software-only 5G SA runs (Open5GS 2.7.7 + ocudu gNB + srsUE over a ZMQ radio link): 87 runs across baseline, re-attach cycles, NF restarts and outages, scheduler MCS caps, TCP/UDP load; NGAP, 5G NAS, NR RRC, SBI, PFCP, GTP-U and MAC-NR counters, gNB scheduler metrics and per-second UE radio metrics (RSRP, SNR, MCS, BLER, bitrates), iperf/ping/HTTP results, ground-truth timelines. Provenance: real core/gNB/UE software, simulated radio (no RF).
|
| 6 |
|
zmq-5g-core-sim-v1/TERMS.md
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
# Terms (placeholder)
|
| 2 |
|
| 3 |
-
Collected by the UT Dallas
|
| 4 |
-
contributors until the owner (
|
| 5 |
device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
|
| 6 |
material (Polaris operator captures and drive tests) is deliberately not part of this collection.
|
|
|
|
| 1 |
# Terms (placeholder)
|
| 2 |
|
| 3 |
+
Collected by the UT Dallas 5G lab POWDER data-collection effort for OTel 2.5. Internal to the OTel 2.5
|
| 4 |
+
contributors until the owner (Mashroor Hasan Bhuiyan, UT Dallas) states redistribution terms. Subscriber and
|
| 5 |
device identifiers are keyed pseudonyms; no raw IMSI/SUPI/IMEI or key material is included. Third-party
|
| 6 |
material (Polaris operator captures and drive tests) is deliberately not part of this collection.
|
zmq-5g-core-sim-v1/docs/DEPLOYMENT.md
CHANGED
|
@@ -21,12 +21,11 @@ Fixes that were needed on this host (already applied): freeDiameter config and c
|
|
| 21 |
|
| 22 |
- `core_ctl.sh start|stop|status|restart-nf <nf>|stop-nf <nf> <s>` — core from the build tree; faults emit timeline events.
|
| 23 |
- `ran_ctl.sh gnb-start|ue-start|ping|iperf|http|ue-stop|gnb-stop <run_dir>` — gNB/UE lifecycle and workload (iperf3 server bound to 10.45.0.1; UE side runs in `netns ue1`).
|
| 24 |
-
-
|
| 25 |
|
| 26 |
Host fix: Ubuntu's AppArmor profile for `/usr/bin/tcpdump` denies signals, so capture-stop could not end
|
| 27 |
tcpdump and finished runs kept recording (first batch). The profile is now in complain mode
|
| 28 |
-
(profile unloaded with `sudo apparmor_parser -R /etc/apparmor.d/usr.bin.tcpdump` and disabled via `/etc/apparmor.d/disable/`); affected runs were cut back to their windows
|
| 29 |
-
`pipeline/collectors/trim_captures.py` and carry `captures_trimmed` in their run records.
|
| 30 |
|
| 31 |
Quirks: the gNB must be restarted whenever the UE restarts (the ZMQ link blocks on a stale peer); a stale gNB
|
| 32 |
holding :2152 or :2000 makes the next gNB fail to start (the orchestrator kills stale processes first);
|
|
@@ -39,7 +38,7 @@ ausf-stop · awgn-15 / awgn-8 / awgn-3 (srsUE downlink AWGN at that SNR) · dl-d
|
|
| 39 |
emulation). Each run is 1–5 minutes; a baseline with 20 s of 10 Mbps iperf is about 240 MB because the user
|
| 40 |
plane is captured at five points (gNB MAC, gNB RLC, gNB N3, UE MAC-NR, loopback N3).
|
| 41 |
|
| 42 |
-
## What the parsers produce per run
|
| 43 |
|
| 44 |
core: `sbi_events`, `pfcp_events`, `ngap_events`, `gtpu_stats`, `open5gs_log.<nf>` · ran: `ngap_events.gnb_ngap`,
|
| 45 |
`nas5g_events.ue_nas`, `nr_rrc_events.{ue_mac_nr,gnb_mac}`, `mac_nr_stats.*`, `gtpu_stats.gnb_n3`,
|
|
|
|
| 21 |
|
| 22 |
- `core_ctl.sh start|stop|status|restart-nf <nf>|stop-nf <nf> <s>` — core from the build tree; faults emit timeline events.
|
| 23 |
- `ran_ctl.sh gnb-start|ue-start|ping|iperf|http|ue-stop|gnb-stop <run_dir>` — gNB/UE lifecycle and workload (iperf3 server bound to 10.45.0.1; UE side runs in `netns ue1`).
|
| 24 |
+
- orchestrator (`--scenario X | --duration-hours H`): captures (tcpdump on `lo` for SBI/PFCP, NGAP, GTP-U), scenario steps, run record and timeline per run.
|
| 25 |
|
| 26 |
Host fix: Ubuntu's AppArmor profile for `/usr/bin/tcpdump` denies signals, so capture-stop could not end
|
| 27 |
tcpdump and finished runs kept recording (first batch). The profile is now in complain mode
|
| 28 |
+
(profile unloaded with `sudo apparmor_parser -R /etc/apparmor.d/usr.bin.tcpdump` and disabled via `/etc/apparmor.d/disable/`); affected runs were cut back to their windows and carry `captures_trimmed` in their run records.
|
|
|
|
| 29 |
|
| 30 |
Quirks: the gNB must be restarted whenever the UE restarts (the ZMQ link blocks on a stale peer); a stale gNB
|
| 31 |
holding :2152 or :2000 makes the next gNB fail to start (the orchestrator kills stale processes first);
|
|
|
|
| 38 |
emulation). Each run is 1–5 minutes; a baseline with 20 s of 10 Mbps iperf is about 240 MB because the user
|
| 39 |
plane is captured at five points (gNB MAC, gNB RLC, gNB N3, UE MAC-NR, loopback N3).
|
| 40 |
|
| 41 |
+
## What the parsers produce per run
|
| 42 |
|
| 43 |
core: `sbi_events`, `pfcp_events`, `ngap_events`, `gtpu_stats`, `open5gs_log.<nf>` · ran: `ngap_events.gnb_ngap`,
|
| 44 |
`nas5g_events.ue_nas`, `nr_rrc_events.{ue_mac_nr,gnb_mac}`, `mac_nr_stats.*`, `gtpu_stats.gnb_n3`,
|
zmq-5g-core-sim-v1/docs/data_dictionary.md
CHANGED
|
@@ -1,8 +1,7 @@
|
|
| 1 |
# Data dictionary — requested fields vs. existing data
|
| 2 |
|
| 3 |
Stage 1 deliverable. For every field the proposal asks for, this table says whether it is
|
| 4 |
-
**available** in the existing raw archive (`data/raw/raw.7z`), **derivable** from it with the parsers
|
| 5 |
-
`pipeline/parsers/`, or **needs new collection** on POWDER. "Where" names the raw file and the parser
|
| 6 |
output field. Provenance follows the project rule: `measured` = as captured, `derived` = computed
|
| 7 |
from measured data, `simulated` = not from real radios.
|
| 8 |
|
|
@@ -10,15 +9,15 @@ Status legend: **A** available (measured, populated) · **D** derivable (compute
|
|
| 10 |
**P** partially available (field exists but is unpopulated or unreliable — see note) · **N** needs new collection.
|
| 11 |
|
| 12 |
Verified against the captures on 2026-09-30 (tshark 4.6.4, srsRAN_4G fork commits `ed736f7` and `dd62a9b`).
|
| 13 |
-
Population statistics come from `
|
| 14 |
-
`
|
| 15 |
|
| 16 |
## 1. Event data (Elasticsearch records)
|
| 17 |
|
| 18 |
| Requested field | Status | Where (raw → processed) | Notes |
|
| 19 |
|---|---|---|---|
|
| 20 |
| Event timestamp (UTC) | A | pcap frame time → `ts`, `ts_epoch_ns` in `*.s1ap_events`, `*.nas_events`, `*.rrc_events`; srsRAN log stamp → `*.log_events` | pcap and srsRAN log clocks are UTC and agree. Measurement-report and detector timestamps are on other, unaligned clocks (`ts_received_raw`, `ts_local_raw`, `clock` field). |
|
| 21 |
-
| Pseudonymous UE identifier | D | IMSI in Attach request / Identity response → `ue_id` (HMAC-SHA256, salt
|
| 22 |
| Cell identifier | A | SIB1 in UE/eNB MAC pcaps → `enb_id`, `cell_id_in_enb`, `cell_identity_hex`, `tac` (rrc_events); S1SetupRequest → `enb_id` (s1ap_events); PCI in measurement reports → `serving_pci`, `neighbors[].pci` | ECGI is not present in InitialUEMessage of these srsRAN captures (`s1ap.cell_ID` empty). |
|
| 23 |
| Procedure type | A | `procedure`, `message`, `pdu_type` (s1ap_events); `message` (nas_events, rrc_events) | All S1AP class-1/2 procedures named from TS 36.413 tables. |
|
| 24 |
| Outcome | A/D | `outcome` = request / indication / success / failure (s1ap, nas) | From PDU choice and NAS message type. |
|
|
@@ -26,22 +25,22 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 26 |
| Authentication events | A | NAS Authentication request/response/failure/reject, Security mode command/complete in s1ap_events and nas_events | Cellular (EPS-AKA) only. |
|
| 27 |
| Mobility events | A | HandoverRequired / HandoverPreparationFailure / HandoverCommand (s1ap_events); RRC MeasurementReport, RRCConnectionReconfiguration with `handover_command: true`, RRCConnectionReestablishmentRequest (rrc_events) | Benign runs contain completed S1 handovers between the two eNBs (HandoverRequired → HandoverCommand); fake runs contain HandoverPreparationFailure `unknown-targetID` towards the fake cell. The Polaris MME captures add X2 PathSwitchRequest. |
|
| 28 |
| Attach / service request / detach | A | NAS EMM messages (`nas_emm_message`), `Service reject` with `Implicitly detached` in fake runs | |
|
| 29 |
-
| Benign vs. malicious behaviour label (run level) | A | Directory name → `scenario_label` (benign / fake) on every record; `
|
| 30 |
| Malicious-event label (frame level) | A (single-ue fake only) | `single-ue/fake/labels/labels.txt` → `frame_label` = `fbs-attributed` on `cn_real.s1ap_events` records | Frame ranges of the EPC S1AP capture attributed to the fake BS (handover attempts towards it). Not available for two-ue runs. |
|
| 31 |
| Detector alerts | A (separate) | `detector_outputs/**/*.csv` → `detector.*.ndjson`, `provenance: derived`, `record_type: detector_output`, `final_verdict_label` | Kept in their own index; never merged into the ground-truth timeline. Timestamps unaligned. |
|
| 32 |
| Application activity (web, file transfer, streaming) | N (LTE archive) / partial (Stage 3) | Stage 3 runs log ping and one HTTP GET per phase through the UE tunnel | No application logs in the LTE archive; MAC byte counts per second are the closest proxy (`*.mac_stats`, derived). |
|
| 33 |
| Node login / service-management events | N | — | Not collected. |
|
| 34 |
| Injected fault records (restart, config error, load, backhaul delay/loss) | N (LTE archive) / A (Stage 3) | Stage 3: `scenario.timeline` in every run record | LTE archive: only condition is FBS present/absent. |
|
| 35 |
| IMS events (registration, call setup/teardown) | N | — | Needs Kamailio IMS + Open5GS deployment. |
|
| 36 |
-
| RADIUS authentication / accounting | A (Stage 3) | FreeRADIUS 3.0.16 on the core node; `core/pcap/radius.pcap` → `*.radius_events.*` (Access-Request/Accept/Reject, Accounting Start/Interim/Stop with session id, octets, terminate cause, latency, pseudonymised user); `core/logs/freeradius.log` slice | Test clients (`radtest`, `radclient`) drive accept, wrong-password reject, unknown-user reject and accounting per round
|
| 37 |
|
| 38 |
## 2. Network-performance data
|
| 39 |
|
| 40 |
| Requested field | Status | Where | Notes |
|
| 41 |
|---|---|---|---|
|
| 42 |
-
| Procedure counts per run | D | `
|
| 43 |
-
| Handover-preparation failure rate | D | `
|
| 44 |
-
| Procedure durations (attach, service request) | D | `
|
| 45 |
| Signal-quality change over time | D | measurement_reports + rrc MeasurementReport records (time series per UE) | See RF section for the underlying fields. |
|
| 46 |
| UL/DL goodput, RTT, jitter, packet loss | A (ZMQ runs) / N (LTE archive) | ZMQ runs: iperf3 JSON (`ran/app/iperf_*.json`), `ping -D` files, `curl -w` timings; POWDER core-sim: ping/HTTP only | Through a simulated radio link; absolute numbers describe the host, not a radio. LTE archive has none. |
|
| 47 |
| CQI | P (LTE) | `cqi` in measurement_reports | 0 in >99.9 % of LTE reports. Not exported by the ZMQ setup either (srsUE CSV has no CQI column); use DL SNR/MCS instead. |
|
|
@@ -84,7 +83,7 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 84 |
| PFCP (SMF↔UPF) | A (Stage 3) | `core/pcap/core_lo_cp.pcap` → `*.pfcp_events.*` (message, cause, SEID, F-TEID, UE IP, latency) | |
|
| 85 |
| GTP-U user plane (N3) | A/D (Stage 3) | `{core,ran}/pcap/n3_gtpu.pcap` → `*.gtpu_stats.*` per-second bytes/packets per TEID and direction (derived) | Raw user-plane pcap kept separate from control plane. |
|
| 86 |
| NF application logs | A (Stage 3) | `core/logs/<nf>.log` slices → `*.open5gs_log.<nf>` (component, level, event class, pseudonymised SUPI) | Local-time stamps converted with the recorded node offset. |
|
| 87 |
-
| Injected faults with ground truth | A (Stage 3) | `run_record.yaml` `scenario.timeline` (`fault_start`/`fault_end`, phase tags) from
|
| 88 |
| Application workload at the UE | A (Stage 3, minimal) | `ran/app/ping_*.txt`, `ran/app/http.txt` (ping -D, curl timing through `uesimtun0`) | Ping/HTTP only; goodput tests (iperf) not yet run. |
|
| 89 |
|
| 90 |
## Cross-cutting fields required by the data rules
|
|
@@ -92,9 +91,9 @@ Population statistics come from `inventory/catalog/catalog.json` (`extra.mr_nonz
|
|
| 92 |
| Field | Status | Where |
|
| 93 |
|---|---|---|
|
| 94 |
| Provenance label | D | `provenance` on every processed record and summary row; run records list outputs with labels |
|
| 95 |
-
| Run identifier | D | `run_id` (`pfl-<variant>-<scenario>-exp-NN`, `detector_outputs-server-data-exp-01`, `polaris-*`) on every record; `
|
| 96 |
| Software versions | A | srsRAN commit + branch from log start lines → run record `software_versions`; configs themselves are **not** in the archive |
|
| 97 |
| Capture points | A | directory names → `capture_point`; per-file sha256 in run record |
|
| 98 |
-
| Clock-sync information | P | pcap/log clocks consistent (UTC); MR/detector clocks unverified → `clock_sync` note in run record and `notes` in `
|
| 99 |
| Train/test split by whole runs | A | `powder_fbs_lte/single-ue/train_test_split.json` → `split` column in `runs.csv` and run records (single-ue only; two-ue has no split file) |
|
| 100 |
-
| Dropped packets/samples | N | not recorded at capture time;
|
|
|
|
| 1 |
# Data dictionary — requested fields vs. existing data
|
| 2 |
|
| 3 |
Stage 1 deliverable. For every field the proposal asks for, this table says whether it is
|
| 4 |
+
**available** in the existing raw archive (`data/raw/raw.7z`), **derivable** from it with the parsers, or **needs new collection** on POWDER. "Where" names the raw file and the parser
|
|
|
|
| 5 |
output field. Provenance follows the project rule: `measured` = as captured, `derived` = computed
|
| 6 |
from measured data, `simulated` = not from real radios.
|
| 7 |
|
|
|
|
| 9 |
**P** partially available (field exists but is unpopulated or unreliable — see note) · **N** needs new collection.
|
| 10 |
|
| 11 |
Verified against the captures on 2026-09-30 (tshark 4.6.4, srsRAN_4G fork commits `ed736f7` and `dd62a9b`).
|
| 12 |
+
Population statistics come from `catalog/catalog.json` (`extra.mr_nonzero_fraction`) and
|
| 13 |
+
`summaries/`.
|
| 14 |
|
| 15 |
## 1. Event data (Elasticsearch records)
|
| 16 |
|
| 17 |
| Requested field | Status | Where (raw → processed) | Notes |
|
| 18 |
|---|---|---|---|
|
| 19 |
| Event timestamp (UTC) | A | pcap frame time → `ts`, `ts_epoch_ns` in `*.s1ap_events`, `*.nas_events`, `*.rrc_events`; srsRAN log stamp → `*.log_events` | pcap and srsRAN log clocks are UTC and agree. Measurement-report and detector timestamps are on other, unaligned clocks (`ts_received_raw`, `ts_local_raw`, `clock` field). |
|
| 20 |
+
| Pseudonymous UE identifier | D | IMSI in Attach request / Identity response → `ue_id` (HMAC-SHA256, salt not distributed); M-TMSI → `tmsi_id` | Raw IMSI never written; validation checks for 15-digit leaks. RNTI (`rnti`) is kept as-is (temporary). |
|
| 21 |
| Cell identifier | A | SIB1 in UE/eNB MAC pcaps → `enb_id`, `cell_id_in_enb`, `cell_identity_hex`, `tac` (rrc_events); S1SetupRequest → `enb_id` (s1ap_events); PCI in measurement reports → `serving_pci`, `neighbors[].pci` | ECGI is not present in InitialUEMessage of these srsRAN captures (`s1ap.cell_ID` empty). |
|
| 22 |
| Procedure type | A | `procedure`, `message`, `pdu_type` (s1ap_events); `message` (nas_events, rrc_events) | All S1AP class-1/2 procedures named from TS 36.413 tables. |
|
| 23 |
| Outcome | A/D | `outcome` = request / indication / success / failure (s1ap, nas) | From PDU choice and NAS message type. |
|
|
|
|
| 25 |
| Authentication events | A | NAS Authentication request/response/failure/reject, Security mode command/complete in s1ap_events and nas_events | Cellular (EPS-AKA) only. |
|
| 26 |
| Mobility events | A | HandoverRequired / HandoverPreparationFailure / HandoverCommand (s1ap_events); RRC MeasurementReport, RRCConnectionReconfiguration with `handover_command: true`, RRCConnectionReestablishmentRequest (rrc_events) | Benign runs contain completed S1 handovers between the two eNBs (HandoverRequired → HandoverCommand); fake runs contain HandoverPreparationFailure `unknown-targetID` towards the fake cell. The Polaris MME captures add X2 PathSwitchRequest. |
|
| 27 |
| Attach / service request / detach | A | NAS EMM messages (`nas_emm_message`), `Service reject` with `Implicitly detached` in fake runs | |
|
| 28 |
+
| Benign vs. malicious behaviour label (run level) | A | Directory name → `scenario_label` (benign / fake) on every record; `run_records/*.yaml` scenario.timeline | The activation instant of the fake eNB is not recorded. |
|
| 29 |
| Malicious-event label (frame level) | A (single-ue fake only) | `single-ue/fake/labels/labels.txt` → `frame_label` = `fbs-attributed` on `cn_real.s1ap_events` records | Frame ranges of the EPC S1AP capture attributed to the fake BS (handover attempts towards it). Not available for two-ue runs. |
|
| 30 |
| Detector alerts | A (separate) | `detector_outputs/**/*.csv` → `detector.*.ndjson`, `provenance: derived`, `record_type: detector_output`, `final_verdict_label` | Kept in their own index; never merged into the ground-truth timeline. Timestamps unaligned. |
|
| 31 |
| Application activity (web, file transfer, streaming) | N (LTE archive) / partial (Stage 3) | Stage 3 runs log ping and one HTTP GET per phase through the UE tunnel | No application logs in the LTE archive; MAC byte counts per second are the closest proxy (`*.mac_stats`, derived). |
|
| 32 |
| Node login / service-management events | N | — | Not collected. |
|
| 33 |
| Injected fault records (restart, config error, load, backhaul delay/loss) | N (LTE archive) / A (Stage 3) | Stage 3: `scenario.timeline` in every run record | LTE archive: only condition is FBS present/absent. |
|
| 34 |
| IMS events (registration, call setup/teardown) | N | — | Needs Kamailio IMS + Open5GS deployment. |
|
| 35 |
+
| RADIUS authentication / accounting | A (Stage 3) | FreeRADIUS 3.0.16 on the core node; `core/pcap/radius.pcap` → `*.radius_events.*` (Access-Request/Accept/Reject, Accounting Start/Interim/Stop with session id, octets, terminate cause, latency, pseudonymised user); `core/logs/freeradius.log` slice | Test clients (`radtest`, `radclient`) drive accept, wrong-password reject, unknown-user reject and accounting per round. Separate from the 5G NAS authentication on N2. |
|
| 36 |
|
| 37 |
## 2. Network-performance data
|
| 38 |
|
| 39 |
| Requested field | Status | Where | Notes |
|
| 40 |
|---|---|---|---|
|
| 41 |
+
| Procedure counts per run | D | `summaries/procedure_counts.csv` | From s1ap_events per capture point. |
|
| 42 |
+
| Handover-preparation failure rate | D | `summaries/handover_outcomes.csv` (`prep_failure_rate`, causes) | HandoverPreparationFailure ÷ HandoverRequired. |
|
| 43 |
+
| Procedure durations (attach, service request) | D | `summaries/attach_service.csv` (`attach_ms_*`, `service_req_ms_*`) | Request/response correlated on ENB-UE-S1AP-ID within one capture. |
|
| 44 |
| Signal-quality change over time | D | measurement_reports + rrc MeasurementReport records (time series per UE) | See RF section for the underlying fields. |
|
| 45 |
| UL/DL goodput, RTT, jitter, packet loss | A (ZMQ runs) / N (LTE archive) | ZMQ runs: iperf3 JSON (`ran/app/iperf_*.json`), `ping -D` files, `curl -w` timings; POWDER core-sim: ping/HTTP only | Through a simulated radio link; absolute numbers describe the host, not a radio. LTE archive has none. |
|
| 46 |
| CQI | P (LTE) | `cqi` in measurement_reports | 0 in >99.9 % of LTE reports. Not exported by the ZMQ setup either (srsUE CSV has no CQI column); use DL SNR/MCS instead. |
|
|
|
|
| 83 |
| PFCP (SMF↔UPF) | A (Stage 3) | `core/pcap/core_lo_cp.pcap` → `*.pfcp_events.*` (message, cause, SEID, F-TEID, UE IP, latency) | |
|
| 84 |
| GTP-U user plane (N3) | A/D (Stage 3) | `{core,ran}/pcap/n3_gtpu.pcap` → `*.gtpu_stats.*` per-second bytes/packets per TEID and direction (derived) | Raw user-plane pcap kept separate from control plane. |
|
| 85 |
| NF application logs | A (Stage 3) | `core/logs/<nf>.log` slices → `*.open5gs_log.<nf>` (component, level, event class, pseudonymised SUPI) | Local-time stamps converted with the recorded node offset. |
|
| 86 |
+
| Injected faults with ground truth | A (Stage 3) | `run_record.yaml` `scenario.timeline` (`fault_start`/`fault_end`, phase tags) from the fault-injection script | NF restart, NF stop for N s, netem delay/loss on N2/N3. |
|
| 87 |
| Application workload at the UE | A (Stage 3, minimal) | `ran/app/ping_*.txt`, `ran/app/http.txt` (ping -D, curl timing through `uesimtun0`) | Ping/HTTP only; goodput tests (iperf) not yet run. |
|
| 88 |
|
| 89 |
## Cross-cutting fields required by the data rules
|
|
|
|
| 91 |
| Field | Status | Where |
|
| 92 |
|---|---|---|
|
| 93 |
| Provenance label | D | `provenance` on every processed record and summary row; run records list outputs with labels |
|
| 94 |
+
| Run identifier | D | `run_id` (`pfl-<variant>-<scenario>-exp-NN`, `detector_outputs-server-data-exp-01`, `polaris-*`) on every record; `run_records/<run_id>.yaml` |
|
| 95 |
| Software versions | A | srsRAN commit + branch from log start lines → run record `software_versions`; configs themselves are **not** in the archive |
|
| 96 |
| Capture points | A | directory names → `capture_point`; per-file sha256 in run record |
|
| 97 |
+
| Clock-sync information | P | pcap/log clocks consistent (UTC); MR/detector clocks unverified → `clock_sync` note in run record and `notes` in `catalog/runs.csv` |
|
| 98 |
| Train/test split by whole runs | A | `powder_fbs_lte/single-ue/train_test_split.json` → `split` column in `runs.csv` and run records (single-ue only; two-ue has no split file) |
|
| 99 |
+
| Dropped packets/samples | N | not recorded at capture time; parsed vs. raw counts were compared during validation instead |
|
zmq-5g-core-sim-v1/docs/event.schema.json
CHANGED
|
@@ -2,7 +2,7 @@
|
|
| 2 |
"$schema": "https://json-schema.org/draft/2020-12/schema",
|
| 3 |
"$id": "otel25/lte_event",
|
| 4 |
"title": "LTE structured event record",
|
| 5 |
-
"description": "One record per protocol message / log line / measurement report produced by
|
| 6 |
"type": "object",
|
| 7 |
"required": ["run_id", "layer", "provenance", "parser", "source_file"],
|
| 8 |
"properties": {
|
|
|
|
| 2 |
"$schema": "https://json-schema.org/draft/2020-12/schema",
|
| 3 |
"$id": "otel25/lte_event",
|
| 4 |
"title": "LTE structured event record",
|
| 5 |
+
"description": "One record per protocol message / log line / measurement report produced by the parsers. Common envelope fields are required; layer-specific fields are optional and documented in docs/data_dictionary.md.",
|
| 6 |
"type": "object",
|
| 7 |
"required": ["run_id", "layer", "provenance", "parser", "source_file"],
|
| 8 |
"properties": {
|