2025-05-22 20:43:38,876 - DANCEST.AgentRunner - INFO - [DATA] Initialized EnhancedDecisionSynthesisAgent
2025-05-22 20:43:38,877 - DANCEST.AgentRunner - INFO - [DATA] Agent system setup complete for FD002 with enhanced logging
2025-05-22 20:43:38,877 - DANCEST.AgentRunner - INFO - [DATA] Starting DANCE-ST agent workflow for cycle 120, dataset FD002
2025-05-22 20:43:38,877 - DANCEST.AgentRunner - INFO - [DATA] Handling alert for region hpc, day 120, dataset FD002
2025-05-22 20:43:38,877 - DANCEST.AgentRunner - INFO - [DATA] Delegated tasks for region hpc, day 120
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] INDEXED_VERTICES query for LP_TURBINE_BLADE returned 4 vertices: ['hpc', 'combustor', 'shaft', 'seal1']
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] MATERIAL_PROPERTIES query for material: Inconel-718, component: hpc, property_type: None
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] Returning all material properties for Inconel-718
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] Starting causal importance calculation
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] Calculating causal importance for 4 vertices in context: corrosion
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] Causal importance scores calculated: {
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] Causal importance scores sent to KGMA
2025-05-22 20:43:38,878 - DANCEST.AgentRunner - INFO - [DATA] Calculating spatiotemporal relevance for 4 vertices at point hpc, day 120
2025-05-22 20:43:38,879 - DANCEST.AgentRunner - INFO - [DATA] Retrieved spatial data: {
2025-05-22 20:43:38,879 - DANCEST.AgentRunner - INFO - [DATA] Spatial relevance scores: {
2025-05-22 20:43:38,879 - DANCEST.AgentRunner - INFO - [DATA] Temporal relevance scores: {
2025-05-22 20:43:38,879 - DANCEST.AgentRunner - INFO - [DATA] Spatiotemporal relevance scores sent to KGMA
2025-05-22 20:43:38,879 - DANCEST.AgentRunner - INFO - [DATA] Received context data for region: hpc
2025-05-22 20:43:38,879 - DANCEST.AgentRunner - INFO - [DATA] Material properties: {
2025-05-22 20:43:38,879 - DANCEST.AgentRunner - INFO - [DATA] Requested predictions for region hpc, day 120
2025-05-22 20:43:38,880 - DANCEST.AgentRunner - INFO - [DATA] Generating neural prediction for region hpc, day 120
2025-05-22 20:43:38,880 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for neural prediction: ['hpc']
2025-05-22 20:43:38,880 - DANCEST.AgentRunner - INFO - [DATA] Generating neural predictions for 1 components at cycle 120
2025-05-22 20:43:38,881 - DANCEST.AgentRunner - INFO - [DATA] Model expects input shape: 26
2025-05-22 20:43:38,881 - DANCEST.AgentRunner - INFO - [DATA] Features prepared with shape (1, 24) for model with input shape 26
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - ERROR - [DATA] Error in model prediction: Input 0 of layer "sequential" is incompatible with the layer: expected shape=(None, 26), found shape=(1, 24)
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - ERROR - [DATA] Failed to get neural predictions
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - WARNING - [DATA] Created fallback neural predictions: {
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - INFO - [DATA] Neural prediction summary: mean RUL=10.00, mean uncertainty=22.00
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - INFO - [DATA] Neural predictions sent to DSA
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - INFO - [DATA] Generating symbolic prediction for region hpc, day 120
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for symbolic prediction: ['hpc']
2025-05-22 20:43:38,884 - DANCEST.AgentRunner - INFO - [DATA] Generating symbolic predictions for 1 components at cycle 120
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Symbolic predictions: {
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Symbolic prediction summary: mean RUL=130.00, mean uncertainty=15.04
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Symbolic predictions sent to DSA
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Requested predictions for region hpc, day 120
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Received neural prediction from DMA
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 10.0, Mean Uncertainty: 22.0
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Stored neural predictions with 1 components
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Waiting for more predictions...
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Received symbolic prediction from SIA
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 130.0, Mean Uncertainty: 15.039398358739364
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Stored symbolic predictions with 1 components
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Both neural and symbolic predictions received, performing fusion
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Starting fusion of neural and symbolic predictions
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Found 1 common components for fusion
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Fusion complete: mean RUL=81.28, mean uncertainty=8.93
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Fusion weights: min=0.41, max=0.41, mean=0.41
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Sent fusion results to CEA for validation
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Generating neural prediction for region hpc, day 120
2025-05-22 20:43:38,885 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for neural prediction: ['hpc']
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - INFO - [DATA] Generating neural predictions for 1 components at cycle 120
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - INFO - [DATA] Model expects input shape: 26
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - INFO - [DATA] Features prepared with shape (1, 24) for model with input shape 26
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - ERROR - [DATA] Error in model prediction: Input 0 of layer "sequential" is incompatible with the layer: expected shape=(None, 26), found shape=(1, 24)
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - ERROR - [DATA] Failed to get neural predictions
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - WARNING - [DATA] Created fallback neural predictions: {
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - INFO - [DATA] Neural prediction summary: mean RUL=10.00, mean uncertainty=22.00
2025-05-22 20:43:38,886 - DANCEST.AgentRunner - INFO - [DATA] Neural predictions sent to DSA
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Generating symbolic prediction for region hpc, day 120
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for symbolic prediction: ['hpc']
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Symbolic prediction summary: mean RUL=130.00, mean uncertainty=15.04
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Symbolic predictions sent to DSA
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Validating prediction from DSA
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Physical constraints: {
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] MATERIAL_PROPERTIES query for material: Inconel-718, component: hpc, property_type: degradation_rate
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Component-specific degradation rate for hpc: 0.95
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Retrieved material properties for constraints: {
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Applying constraints: {
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Applied material-specific degradation for hpc: rate=0.95, adjusted RUL from 81.28 to 79.24
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Validated prediction sent to DSA
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Received neural prediction from DMA
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 10.0, Mean Uncertainty: 22.0
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Stored neural predictions with 1 components
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Both neural and symbolic predictions received, performing fusion
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Starting fusion of neural and symbolic predictions
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Found 1 common components for fusion
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Fusion complete: mean RUL=81.28, mean uncertainty=8.93
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Fusion weights: min=0.41, max=0.41, mean=0.41
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Sent fusion results to CEA for validation
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Received symbolic prediction from SIA
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 130.0, Mean Uncertainty: 15.039398358739364
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Stored symbolic predictions with 1 components
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Both neural and symbolic predictions received, performing fusion
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Starting fusion of neural and symbolic predictions
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Found 1 common components for fusion
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Fusion complete: mean RUL=81.28, mean uncertainty=8.93
2025-05-22 20:43:38,887 - DANCEST.AgentRunner - INFO - [DATA] Fusion weights: min=0.41, max=0.41, mean=0.41
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Sent fusion results to CEA for validation
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Received validated result from CEA
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Constraints applied: True
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Final prediction: mean RUL=79.24, uncertainty=8.93
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] DANCE-ST prediction workflow complete
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Validating prediction from DSA
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Retrieved material properties for constraints: {
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Applying constraints: {
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Applied material-specific degradation for hpc: rate=0.95, adjusted RUL from 81.28 to 79.24
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Validated prediction sent to DSA
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Validating prediction from DSA
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Retrieved material properties for constraints: {
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Applying constraints: {
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Applied material-specific degradation for hpc: rate=0.95, adjusted RUL from 81.28 to 79.24
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Validated prediction sent to DSA
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Received validated result from CEA
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Constraints applied: True
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 20:43:38,888 - DANCEST.AgentRunner - INFO - [DATA] Final prediction: mean RUL=79.24, uncertainty=8.93
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] DANCE-ST prediction workflow complete
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] Received validated result from CEA
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] Constraints applied: True
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] Final prediction: mean RUL=79.24, uncertainty=8.93
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] DANCE-ST prediction workflow complete
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] Workflow execution time: 0.01 seconds
2025-05-22 20:43:38,889 - DANCEST.AgentRunner - INFO - [DATA] Returning complete results with 1 components
