2026-10-14T12:39:00Z https://api.figshare.com/v2/oai

oai:figshare.com:article/31989933 2026-09-27T14:40:18Z category_26482 item_type_3 month_year_09_2026

CPDS-AD dataset Yulin Liu (23396560) Zhaojun Ruan (23715724) Libao Shi (23715727) Electrical engineering not elsewhere classified cyber physical power system smart distribution network testbed attack deflection <p dir="ltr">The CPDS-AD dataset is an open, hardware-derived cyberattack detection dataset for cyber-physical distribution systems, generated using a laboratory-level scaled testbed rather than relying solely on numerical simulation. The testbed emulates the steady-state operating and cyber-measurement processes of a 13-node, three-phase unbalanced MV-type radial distribution feeder and incorporates a three-layer cyber architecture consisting of the application, gateway, and perception layers. The dataset contains normal-operation records, six types of false data injection attacks—additive, subtractive, replay, ramp-drift, local model-consistent, and adversarial-learning-based attacks—and polling-aware denial-of-service attacks at low, medium, and high intensity levels. Raw communication messages are processed through device-specific message parsing, timestamp alignment, and measurement synchronization to obtain structured time-series measurement data. For DoS analysis, communication traffic volume is additionally aggregated over consecutive 5-s windows. The merged normal-operation dataset, <code>train_data.xlsx</code>, contains 14,400 samples and 132 measurement features. The six merged FDI test datasets, <code>test_data_A.xlsx</code>, <code>test_data_S.xlsx</code>, <code>test_data_R.xlsx</code>, <code>test_data_RD.xlsx</code>, <code>test_data_LMC.xlsx</code>, and <code>test_data_AL.xlsx</code>, each contain 2,880 samples with the same 132 features and a final binary ground-truth label column, where 0 denotes normal operation and 1 denotes an attacked sample. The DoS datasets are provided separately as <code>test_data_D_low.xlsx</code>, <code>test_data_D_medium.xlsx</code>, and <code>test_data_D_high.xlsx</code>, containing the aggregation-window timestamp, traffic volume, and corresponding binary label.</p> 2026-04-12T13:00:06Z Dataset Dataset 10.6084/m9.figshare.31989933.v3 https://figshare.com/articles/dataset/CPDS-AD_dataset/31989933 CC BY 4.0