PulseNet RUL Forecasting — ICS Operations Dashboard

📊 Model Performance (Validation)

F1 Score 0.540

Precision 0.715

Recall 0.434

ROC-AUC 0.701

Training Time 0.262s

⏱️ Inference Latency (v2)

2.52ms

Median Latency (P50)

Mean 2.685 ms

P95 3.943 ms

P99 4.269 ms

Target Met (<5ms) PASS

🏭 Equipment Detection Status

10/10

Engines Detected (100% Detection Rate)

Avg Lead Time 195.1 cycles

Median Lead Time 194.0 cycles

RUL Failure Threshold 125 cycles

Positive Rate 39.28%

🚀 Throughput (predictions/sec)

Batch 1 329

Batch 8 2,779

Batch 32 13,429

Batch 64 20,351

Batch 128 31,424

Batch 256 52,368

🛡️ Network Resilience

10% Packet Loss — Integrity 89.94%

20% Packet Loss — Integrity 80.05%

30% Packet Loss — Integrity 69.89%

Target Met FAIL

🔒 Encryption Performance

Encrypt Mean 0.0185 ms

Encrypt P95 0.0268 ms

Decrypt Mean 0.0178 ms

Decrypt P95 0.0238 ms

Status Negligible Overhead

Model Robustness Under Adversarial Conditions

📈 Noise Injection (Gaussian)

Sigma	F1	Degradation	Status
σ = 0.01	0.373	0.0%	OK
σ = 0.05	0.373	0.0%	OK
σ = 0.10	0.373	0.0%	OK

📉 Sensor Dropout Simulation

Drop Rate	F1	Degradation	Status
5%	0.373	0.0%	OK
10%	0.373	0.0%	OK
20%	0.373	0.0%	OK

💻 Resource Usage

Memory (RSS) 166.2 MB

Memory (VMS) 1,083 MB

Threads 37

GPU VRAM Used 838.6 / 8,188 MB

GPU Power 3.3W

Dataset & Validation Summary

🗂️ Dataset: NASA C-MAPSS FD001

Training Rows 20,631

Test Rows 13,096

Features 45

Failure RUL Threshold 125 cycles

Positive Rate (Failure) 39.28%

Integrity (SHA-256) 74bef434a...a34f ✓

✅ Validation Status

Model Validated PASS

Data Integrity Verified PASS

Inference Latency Target PASS

Network Resilience Target FAIL

Robustness (Noise/Dropout) PASS

Detection Rate (10/10) PASS

MITRE ATT&CK for ICS — Technique Coverage (13 sub-techniques)

🎯 Mapped ICS ATT&CK v19 Techniques

T1691/001

Sensor Tampering

T1691/002

Telemetry Injection

T1692/001

Command Message

T1692/002

Reporting Message

T1693/001

Firmware Mod

T1693/002

Model Update

T1694/001

Default Creds

T1694/002

Hardcoded Creds

T1695/001

Serial Block

T1695/002

Network Block

T1695/003

Network Block v2

T0843/001

Program Download

T0843/002

Online Edit

T0873/001

Project File Inf.

T0846/001

Network Scan

T0846/002

Broadcast Disc.

T0846/003

Multicast Disc.

ICS Threat Detection Rules

Finding Type	Techniques	Category
sensor_data_tampering	T0832, T1692/001, T0831	Sensor & Telemetry
telemetry_feed_injection	T1691/002, T0831	Sensor & Telemetry
anomaly_suppression	T0851, T1685, T0800	Sensor & Telemetry
unauthorized_model_update	T1195, T1693/002	Firmware & Program
unauthorized_firmware_mod	T1693/001, T1693/002	Firmware & Program
malicious_command_message	T1692/001, T1691/001	OT Messages
malicious_reporting_message	T1692/002, T1691/002	OT Messages
rogue_program_download	T0843/001, T0843/002	Program Download
rul_result_manipulation	T0832, T1565.003	Enterprise Crossover
sabotage_via_adversarial_input	T0816, T0832	Enterprise Crossover
forecasting_model_poisoning	T1565, T1693/002	Enterprise Crossover

⚙️ PulseNet RUL Forecasting — ICS Operations Dashboard