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Duplicate from davidfertube/turbine-sensor-data
Browse filesCo-authored-by: David Fernandez <davidfertube@users.noreply.huggingface.co>
- .gitattributes +59 -0
- README.md +60 -0
- gt_unit1_baseline_jan2025.csv +21 -0
- gt_unit2_bearing_event_jan2025.csv +16 -0
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README.md
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---
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license: mit
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task_categories:
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- time-series-forecasting
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tags:
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- anomaly-detection
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- turbine-monitoring
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- iot
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- scada
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- rag-ready
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size_categories:
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- n<1K
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---
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# Turbine Sensor Streams Dataset
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Production-ready gas turbine telemetry data for anomaly detection.
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Designed to simulate real enterprise RAG documents for the IoT Anomaly Agent Space.
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## Overview
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This dataset provides realistic sensor streams that mirror actual SCADA exports
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from power plant DCS systems (Emerson Ovation, ABB Symphony). Use these files
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to test anomaly detection or upload your own telemetry data.
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## Files
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| File | Description | Status |
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|------|-------------|--------|
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| `gt_unit1_baseline_jan2025.csv` | GE 7FA Unit 1 - Normal operation baseline | Normal |
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| `gt_unit2_bearing_event_jan2025.csv` | GE 7FA Unit 2 - Developing bearing issue | Anomaly |
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## Data Schema
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Matches standard SCADA/historian CSV exports:
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```
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timestamp - ISO 8601 timestamp (5-minute intervals)
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exhaust_temp - Turbine exhaust temperature (F)
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vibration_x - X-axis vibration velocity (in/s)
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vibration_y - Y-axis vibration velocity (in/s)
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bearing_temp - Journal bearing temperature (F)
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inlet_pressure - Compressor inlet pressure (psi)
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lube_oil_pressure - Lubrication system pressure (psi)
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fuel_flow - Natural gas flow rate (MSCF/hr)
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```
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## Upload Your Own Data
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The IoT Anomaly Agent Space accepts CSV uploads with this schema.
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Export from your historian (PI, PHD, Wonderware) and upload for instant
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anomaly detection and root cause analysis.
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## RAG Integration
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These documents are indexed for retrieval-augmented generation:
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- Asset identification by unit number
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- Temporal context for event correlation
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- Failure mode pattern matching
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- Maintenance history cross-reference
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gt_unit1_baseline_jan2025.csv
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timestamp,exhaust_temp,vibration_x,vibration_y,bearing_temp,inlet_pressure,lube_oil_pressure,fuel_flow
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2025-01-25 06:00:00,872.5,0.16,0.14,160.2,194.5,30.2,8.05
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2025-01-25 06:05:00,873.8,0.17,0.15,160.5,194.8,30.1,8.08
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2025-01-25 06:10:00,872.1,0.16,0.14,160.1,194.2,30.3,8.02
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2025-01-25 06:15:00,874.2,0.17,0.15,160.8,195.1,30.0,8.10
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2025-01-25 06:20:00,873.0,0.16,0.14,160.4,194.6,30.2,8.06
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2025-01-25 06:25:00,874.5,0.17,0.15,160.9,195.2,30.1,8.12
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2025-01-25 06:30:00,872.8,0.16,0.14,160.3,194.4,30.2,8.04
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2025-01-25 06:35:00,875.1,0.18,0.16,161.2,195.5,29.9,8.15
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2025-01-25 06:40:00,873.5,0.17,0.15,160.6,194.9,30.1,8.08
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2025-01-25 06:45:00,874.8,0.17,0.15,161.0,195.3,30.0,8.13
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2025-01-25 06:50:00,873.2,0.16,0.14,160.5,194.7,30.2,8.07
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2025-01-25 06:55:00,875.0,0.18,0.16,161.1,195.4,30.0,8.14
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2025-01-25 07:00:00,872.9,0.16,0.14,160.3,194.5,30.2,8.05
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2025-01-25 07:05:00,874.3,0.17,0.15,160.8,195.0,30.1,8.11
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2025-01-25 07:10:00,873.1,0.16,0.14,160.4,194.6,30.2,8.06
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2025-01-25 07:15:00,874.6,0.17,0.15,160.9,195.2,30.0,8.12
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2025-01-25 07:20:00,872.7,0.16,0.14,160.2,194.3,30.3,8.03
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2025-01-25 07:25:00,874.9,0.18,0.16,161.1,195.4,29.9,8.14
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2025-01-25 07:30:00,873.4,0.17,0.15,160.6,194.8,30.1,8.08
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2025-01-25 07:35:00,875.2,0.18,0.16,161.3,195.6,29.9,8.16
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gt_unit2_bearing_event_jan2025.csv
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timestamp,exhaust_temp,vibration_x,vibration_y,bearing_temp,inlet_pressure,lube_oil_pressure,fuel_flow
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2025-01-25 14:00:00,878.2,0.24,0.21,172.5,196.2,28.8,8.22
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2025-01-25 14:05:00,878.8,0.26,0.23,174.2,196.5,28.5,8.25
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2025-01-25 14:10:00,879.1,0.28,0.25,176.0,196.8,28.2,8.28
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2025-01-25 14:15:00,879.5,0.31,0.28,178.1,197.0,27.9,8.32
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2025-01-25 14:20:00,879.8,0.34,0.30,180.5,197.2,27.5,8.35
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2025-01-25 14:25:00,880.2,0.37,0.33,183.0,197.5,27.1,8.38
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2025-01-25 14:30:00,880.5,0.40,0.36,185.8,197.8,26.6,8.42
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2025-01-25 14:35:00,880.9,0.44,0.39,188.5,198.0,26.1,8.45
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2025-01-25 14:40:00,881.2,0.48,0.43,191.5,198.2,25.5,8.48
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2025-01-25 14:45:00,881.6,0.52,0.47,194.8,198.5,24.9,8.52
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2025-01-25 14:50:00,882.0,0.56,0.51,198.2,198.8,24.2,8.55
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2025-01-25 14:55:00,882.4,0.61,0.55,201.8,199.0,23.5,8.58
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2025-01-25 15:00:00,882.8,0.66,0.60,205.5,199.2,22.7,8.62
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2025-01-25 15:05:00,883.2,0.72,0.65,209.5,199.5,21.8,8.65
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2025-01-25 15:10:00,883.6,0.78,0.71,213.8,199.8,20.9,8.68
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