AI-Driven Automotive Testing Strategy Platform

1,247

Test Cases Executed

1,175

Passed

Failed

2.3

Avg Resolution (Days)

Test Coverage Analysis

Camera Systems

85%

ADAS Features

92%

AI Models

78%

Data Pipelines

95%

CAN Networks

88%

ECU Diagnostics

91%

HIL Test Execution Status

Test Case	Module	Status	Time

Live Test Execution Log

Coalition Alignment Command Board

Current Program Milestone: Requirements Freeze

Alignment Score: 86%

Test Suite Control

Test Progress

850 / 1,247 tests executed

Active Test Frameworks

dSPACE HIL CANoe Python pytest CAPL Scripts

Recent Test Results

Test ID	Description	Result	Duration

Test Script Generator (CAPL/Python)

Test Type

Language

98.7%

Object Detection mAP

96.3%

Lane Detection IoU

12.4ms

Avg Inference Time

AI Model Performance Metrics

Data Pipeline Validation

Training Dataset Quality

94% - 47,832 validated samples

Validation Set Integrity

97% - 12,458 validated samples

Edge Case Coverage

82% - 3,247 edge case scenarios

Analytics Tools Active

TensorBoard MLflow Weights & Biases Custom Metrics

AI Model Test Scenario Results

Scenario ID	Description	Accuracy	Precision	Recall	F1 Score	Status

Active Testing Tools & Frameworks

dSPACE HIL

Hardware-in-the-Loop testing platform

Connected

CANoe

CAN network analysis & simulation

Active

CANape

ECU calibration & measurement

Running

DIVA

Data analysis & visualization

Online

Python Test Suite

pytest + custom frameworks

Ready

JavaScript Automation

Node.js test orchestration

Ready

Tool Integration Status

dSPACE RTI Integration Configured

Real-time interface connected to HIL system

CANoe Test Automation Active

CAPL scripts executing on 4 network channels

Open Test Framework Ready

API connections verified, 847 test cases loaded

Python Analytics Pipeline Running

Processing test results in real-time

CI/CD Integration Enabled

Jenkins pipeline executing scheduled test runs

CAPL Script Example

// ADAS Lane Keep Assist Test
variables {
  message LKA_Status msg;
  diagnosticRequest reqReadDid;
  diagnosticResponse resReadDid;
  msTimer testTimer;
  int testResult = 0;
}

on start {
  // Initialize test environment
  write("Starting LKA validation test...");
  reqReadDid.SetPrimitiveByte(0, 0x22); // UDS ReadDataByIdentifier
  reqReadDid.SetPrimitiveByte(1, 0xF1);
  reqReadDid.SetPrimitiveByte(2, 0x90); // DID 0xF190 VIN
  output(reqReadDid);
  setTimer(testTimer, 100);
}

on timer testTimer {
  // Send test stimuli
  msg.LaneDepartureLeft = 1;
  msg.TorqueRequest = 0.5;
  output(msg);

  // Wait for ECU response
  setTimer(testTimer, 50);
}

on message LKA_Response {
  if (this.TorqueApplied == 1) {
    testResult = 1;
    write("✓ LKA responded correctly");
  }
}

on diagResponse reqReadDid {
  if (this.GetPrimitiveByte(0) == 0x62) {
    write("✓ DID 0xF190 response received");
  }
}
          

127

Total Defects

Resolved

Critical

Active Defects

Defect Metrics

Defect Resolution Stats

Avg Resolution Time

2.3 days

Resolution Rate

74.8%

Critical Pending

This Week

Test Execution Trend (30 Days)

Team Performance & Certifications

Team Certifications

ISTQB Certified

8 / 10

IREB Certified

5 / 10

Test Coverage by Module

Innovation Metrics

AI-Driven Test Generation +42% efficiency

Automated Defect Detection +38% accuracy

Test Execution Time -25% reduction

Export Reports