============================================================ TRAFFIC OPTIMIZATION SUMMARY REPORT ============================================================ PROBLEM SUMMARY: - Network: 15 nodes, 35 edges - Total demand: 13542 veh/h PARETO FRONTIER: - Solutions: 9 - Travel time: 12759.4 - 12810.3 veh*h - CO2: 4204539.3 - 4284071.3 g/h BALANCED SOLUTION: - Lambda: 0.500 - Travel time: 12759.4 veh*h - CO2: 4204539.3 g/h - NOx: 15346.9 g/h PERFORMANCE METRICS: - Avg speed: 28.1 km/h - Efficiency: 0.562 - Emission intensity: 374.3 g/veh*km - Avg congestion: 0.220 ENHANCED ANALYSIS: - Optimization Method: NSGA-II - Solve Time: 11.65 seconds - Number of Solutions: 9 - Network Efficiency: 0.562 - Average Congestion: 0.220 - Network Redundancy: 0.886 - Critical Links: 4 ROBUSTNESS METRICS: - Max Congestion: 1.000 - Congestion Std: 0.320 - Congestion Ratio: 0.114