{
  "release_name": "CISR24",
  "output_root": ".",
  "generation_status": "complete",
  "generation_started_at": "2026-07-22T10:20:35+08:00",
  "matlab_version": "25.1.0.2943329 (R2025a)",
  "toolboxes": [
    {
      "Name": "5G Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "AUTOSAR Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Aerospace Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Aerospace Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Antenna Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Audio Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Automated Driving Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Bioinformatics Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Bluetooth Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "C2000 Microcontroller Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Communications Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Computer Vision Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Control System Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Curve Fitting Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "DDS Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "DSP HDL Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "DSP System Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Database Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Datafeed Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Deep Learning HDL Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Deep Learning Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Econometrics Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Embedded Coder",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Financial Instruments Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Financial Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Fixed-Point Designer",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Fuzzy Logic Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "GPU Coder",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Global Optimization Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "HDL Coder",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "HDL Verifier",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Image Acquisition Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Image Processing Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "26-Dec-2024"
    },
    {
      "Name": "Industrial Communication Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Instrument Control Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "LTE Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Lidar Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "MATLAB",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "MATLAB Coder",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "MATLAB Compiler",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "MATLAB Compiler SDK",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "MATLAB Report Generator",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "MATLAB Test",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Mapping Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Medical Imaging Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Mixed-Signal Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Model Predictive Control Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Model-Based Calibration Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Motor Control Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Navigation Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Optimization Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Parallel Computing Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Partial Differential Equation Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Phased Array System Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Powertrain Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Predictive Maintenance Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "RF Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "RF PCB Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "RF Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "ROS Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Radar Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Reinforcement Learning Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Requirements Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Risk Management Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Robotics System Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Robust Control Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Satellite Communications Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Sensor Fusion and Tracking Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "SerDes Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Signal Integrity Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Signal Processing Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "SimBiology",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "SimEvents",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "02-May-2024"
    },
    {
      "Name": "Simscape",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simscape Battery",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simscape Driveline",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simscape Electrical",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simscape Fluids",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simscape Multibody",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink 3D Animation",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Check",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Coder",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Compiler",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Control Design",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Coverage",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Design Optimization",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Design Verifier",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Desktop Real-Time",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Fault Analyzer",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink PLC Coder",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Real-Time",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Report Generator",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Simulink Test",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "SoC Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Stateflow",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Statistics and Machine Learning Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Symbolic Math Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "System Composer",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "System Identification Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Text Analytics Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "UAV Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Vehicle Dynamics Blockset",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Vehicle Network Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "28-Jan-2025"
    },
    {
      "Name": "Vision HDL Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "WLAN Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Wavelet Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Wireless HDL Toolbox",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    },
    {
      "Name": "Wireless Testbench",
      "Version": "25.1",
      "Release": "(R2025a)",
      "Date": "21-Nov-2024"
    }
  ],
  "config": {
    "dataset_root": "dataset",
    "output_root": ".",
    "manifest_root": "manifests",
    "hdf5_root": "hdf5",
    "audit_root": "audit",
    "hdf5_basename": "cisr24",
    "manifest_basename": "cisr24",
    "hdf5_chunk_samples": 256,
    "release_name": "CISR24",
    "construction_variant": "hybrid_partial_chirp_subcarrier",
    "iid_or_ood": "iid",
    "channel_profile": "clean_awgn",
    "effective_snr_basis": "active_burst",
    "add_awgn": true,
    "fs_hz": 10000000.0,
    "record_len": 1024,
    "snr_db": [
      -20,
      -18,
      -16,
      -14,
      -12,
      -10,
      -8,
      -6,
      -4,
      -2,
      0,
      2,
      4,
      6,
      8,
      10,
      12,
      14,
      16,
      18,
      20
    ],
    "base_seed": 20260410.0,
    "counts_per_snr": {
      "train": 1000,
      "val": 200,
      "test": 200
    },
    "force_overwrite": true,
    "smoke_test": false,
    "verbose": true,
    "comm_active_lengths": [
      576,
      640,
      704,
      768,
      832
    ],
    "radar_active_lengths": [
      576,
      640,
      704,
      768,
      832
    ],
    "ofdm_nfft": 256,
    "ofdm_cp": 32,
    "ofdm_active_choices": [
      96,
      128
    ],
    "ofdm_symbol_choices": [
      2,
      3
    ],
    "ofdm_lfm_mode": "hybrid_partial_chirp_subcarrier",
    "ofdm_lfm_chirp_layout": "comb_data_every4",
    "ofdm_lfm_chirp_ratio": 0.25,
    "ofdm_lfm_mix_alpha": 0.35,
    "ofdm_lfm_regular_pilots": true,
    "ofdm_lfm_subcarrier_chirp_profile": "symmetric_linear_slope",
    "ofdm_lfm_subcarrier_chirp_strength": 1,
    "rrc_rolloff_choices": [
      0.25,
      0.35
    ],
    "rrc_span_symbols": 8,
    "single_carrier_sps": 4,
    "gmsk_bt": 0.3,
    "gmsk_pulse_length": 4,
    "cpfsk_sps": 8,
    "cpfsk_modulation_index": 0.5,
    "cpfsk_tone_spacing_hz": 625000,
    "chirp_bandwidth_choices_hz": [
      2000000.0,
      3000000.0,
      4000000.0
    ],
    "costas_frequency_step_choices_hz": [
      250000,
      500000
    ],
    "ofdm_pilot_count": 4,
    "release_gate": {
      "snr_mean_tol_db": 0.3,
      "snr_class_tol_db": 0.5,
      "snr_std_tol_db": 0.5,
      "snr_active_minus_noise_tol_db": 1,
      "active_len_class_acc_max": 0.25,
      "active_len_super_acc_max": 0.6,
      "feature_oracle_acc_max": 0.45
    },
    "split_names": [
      "train",
      "val",
      "test"
    ],
    "target_class_names": []
  },
  "class_names": [
    "BPSK",
    "QPSK",
    "8PSK",
    "16QAM",
    "4FSK",
    "8FSK",
    "GMSK",
    "OFDM-BPSK",
    "OFDM-QPSK",
    "OFDM-16QAM",
    "Rect",
    "Barker",
    "LFM",
    "Costas",
    "Frank",
    "P4",
    "LFM-BPSK",
    "LFM-QPSK",
    "LFM-8PSK",
    "LFM-MSK",
    "LFM-GMSK",
    "OFDM-LFM-BPSK",
    "OFDM-LFM-QPSK",
    "OFDM-LFM-16QAM"
  ],
  "git_commit": "401313e8279f34dfc64f79752acab58c28543fbe",
  "git_probe_ok": true,
  "git_dirty": false,
  "generation_completed_at": "2026-07-22T10:32:04+08:00",
  "generated_sample_count": 705600,
  "source_provenance": {
    "git_commit": "401313e8279f34dfc64f79752acab58c28543fbe",
    "git_clean": true,
    "source_archive": "provenance/CISR24-source.tar.gz",
    "source_archive_sha256": "462b932542edf6157b7b934a891e0df311c2a48c0167dc9ad4e3c3863a307d62",
    "generator_sha256": "0e5360b58b253c5fee418fdf6b5c543b5bb8b7958dc08402e867ed75d6c4674c",
    "config_sha256": "c63b65a9b770ed2d51b4d4daabd4570f51b1ab632c4af9077117332ecac76787"
  },
  "paper_provenance": {
    "file_name": "main.pdf",
    "sha256": "b839ae9dc6111f35d59f31bea366e7f9a91297499679ef4eb64f29750a7a4648",
    "note": "alignment source only; the paper file is not modified by generation"
  },
  "rng": {
    "algorithm": "MATLAB twister",
    "base_seed": 20260410,
    "allocation": "split/class/SNR/local-sample collision-free stride formula"
  },
  "generator_schema_version": "CISR24-generator-2.1",
  "python_environment": {
    "python": "3.10.12",
    "platform": "Linux-6.8.0-124-generic-x86_64-with-glibc2.35",
    "numpy": "2.1.2",
    "h5py": "3.16.0",
    "scikit_learn": "1.7.2",
    "matplotlib": "3.10.8"
  }
}