2025-05-22 12:02:42,117 - DANCEST.AgentRunner - INFO - [DATA] Agent system setup complete for FD001 with enhanced logging
2025-05-22 12:02:42,117 - DANCEST.AgentRunner - INFO - [DATA] Handling alert for region hpc, day 120
2025-05-22 12:02:42,118 - DANCEST.AgentRunner - INFO - [DATA] Delegated tasks for region hpc, day 120
2025-05-22 12:02:42,119 - DANCEST.AgentRunner - INFO - [DATA] INDEXED_VERTICES query for LP_TURBINE_BLADE returned 4 vertices: ['hpc', 'combustor', 'shaft', 'seal1']
2025-05-22 12:02:42,119 - DANCEST.AgentRunner - INFO - [DATA] MATERIAL_PROPERTIES query for material: Inconel-718, component: hpc, property_type: None
2025-05-22 12:02:42,119 - DANCEST.AgentRunner - INFO - [DATA] Returning all material properties for Inconel-718
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Starting causal importance calculation
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Calculating causal importance for 4 vertices in context: corrosion
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Causal importance scores calculated: {
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Causal importance scores sent to KGMA
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Calculating spatiotemporal relevance for 4 vertices at point hpc, day 120
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Retrieved spatial data: {
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Spatial relevance scores: {
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Temporal relevance scores: {
2025-05-22 12:02:42,120 - DANCEST.AgentRunner - INFO - [DATA] Spatiotemporal relevance scores sent to KGMA
2025-05-22 12:02:42,121 - DANCEST.AgentRunner - INFO - [DATA] Received context data for region: hpc
2025-05-22 12:02:42,121 - DANCEST.AgentRunner - INFO - [DATA] Material properties: {
2025-05-22 12:02:42,121 - DANCEST.AgentRunner - INFO - [DATA] Requested predictions for region hpc, day 120
2025-05-22 12:02:42,122 - DANCEST.AgentRunner - INFO - [DATA] Generating neural prediction for region hpc, day 120
2025-05-22 12:02:42,122 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for neural prediction: ['hpc']
2025-05-22 12:02:42,122 - DANCEST.AgentRunner - INFO - [DATA] Generating neural predictions for 1 components at cycle 120
2025-05-22 12:02:42,123 - DANCEST.AgentRunner - WARNING - [DATA] Used fallback feature scaling
2025-05-22 12:02:42,252 - DANCEST.AgentRunner - ERROR - [DATA] Failed to get neural predictions
2025-05-22 12:02:42,253 - DANCEST.AgentRunner - WARNING - [DATA] Created fallback neural predictions: {
2025-05-22 12:02:42,253 - DANCEST.AgentRunner - INFO - [DATA] Neural prediction summary: mean RUL=10.00, mean uncertainty=22.00
2025-05-22 12:02:42,253 - DANCEST.AgentRunner - INFO - [DATA] Neural predictions sent to DSA
2025-05-22 12:02:42,253 - DANCEST.AgentRunner - INFO - [DATA] Generating symbolic prediction for region hpc, day 120
2025-05-22 12:02:42,253 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for symbolic prediction: ['hpc']
2025-05-22 12:02:42,253 - DANCEST.AgentRunner - INFO - [DATA] Generating symbolic predictions for 1 components at cycle 120
2025-05-22 12:02:42,253 - DANCEST.AgentRunner - ERROR - [DATA] Failed to get symbolic predictions
2025-05-22 12:02:42,254 - DANCEST.AgentRunner - WARNING - [DATA] Created fallback symbolic predictions: {
2025-05-22 12:02:42,254 - DANCEST.AgentRunner - INFO - [DATA] Symbolic prediction summary: mean RUL=6.55, mean uncertainty=11.00
2025-05-22 12:02:42,255 - DANCEST.AgentRunner - INFO - [DATA] Symbolic predictions sent to DSA
2025-05-22 12:02:42,255 - DANCEST.AgentRunner - INFO - [DATA] Requested predictions for region hpc, day 120
2025-05-22 12:02:42,256 - DANCEST.AgentRunner - INFO - [DATA] Received neural prediction from DMA
2025-05-22 12:02:42,256 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 10.0, Mean Uncertainty: 22.0
2025-05-22 12:02:42,257 - DANCEST.AgentRunner - INFO - [DATA] Stored neural predictions with 1 components
2025-05-22 12:02:42,257 - DANCEST.AgentRunner - INFO - [DATA] Waiting for more predictions...
2025-05-22 12:02:42,257 - DANCEST.AgentRunner - INFO - [DATA] Received symbolic prediction from SIA
2025-05-22 12:02:42,257 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 6.553500570265387, Mean Uncertainty: 11.0
2025-05-22 12:02:42,257 - DANCEST.AgentRunner - INFO - [DATA] Stored symbolic predictions with 1 components
2025-05-22 12:02:42,257 - DANCEST.AgentRunner - INFO - [DATA] Both neural and symbolic predictions received, performing fusion
2025-05-22 12:02:42,258 - DANCEST.AgentRunner - INFO - [DATA] Starting fusion of neural and symbolic predictions
2025-05-22 12:02:42,258 - DANCEST.AgentRunner - INFO - [DATA] Found 1 common components for fusion
2025-05-22 12:02:42,258 - DANCEST.AgentRunner - INFO - [DATA] Fusion complete: mean RUL=7.70, mean uncertainty=7.33
2025-05-22 12:02:42,258 - DANCEST.AgentRunner - INFO - [DATA] Fusion weights: min=0.33, max=0.33, mean=0.33
2025-05-22 12:02:42,258 - DANCEST.AgentRunner - INFO - [DATA] Sent fusion results to CEA for validation
2025-05-22 12:02:42,258 - DANCEST.AgentRunner - INFO - [DATA] Generating neural prediction for region hpc, day 120
2025-05-22 12:02:42,258 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for neural prediction: ['hpc']
2025-05-22 12:02:42,259 - DANCEST.AgentRunner - INFO - [DATA] Generating neural predictions for 1 components at cycle 120
2025-05-22 12:02:42,259 - DANCEST.AgentRunner - WARNING - [DATA] Used fallback feature scaling
2025-05-22 12:02:42,334 - DANCEST.AgentRunner - ERROR - [DATA] Failed to get neural predictions
2025-05-22 12:02:42,334 - DANCEST.AgentRunner - WARNING - [DATA] Created fallback neural predictions: {
2025-05-22 12:02:42,334 - DANCEST.AgentRunner - INFO - [DATA] Neural prediction summary: mean RUL=10.00, mean uncertainty=22.00
2025-05-22 12:02:42,334 - DANCEST.AgentRunner - INFO - [DATA] Neural predictions sent to DSA
2025-05-22 12:02:42,334 - DANCEST.AgentRunner - INFO - [DATA] Generating symbolic prediction for region hpc, day 120
2025-05-22 12:02:42,334 - DANCEST.AgentRunner - INFO - [DATA] Using 1 vertices for symbolic prediction: ['hpc']
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - INFO - [DATA] Generating symbolic predictions for 1 components at cycle 120
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - ERROR - [DATA] Failed to get symbolic predictions
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - WARNING - [DATA] Created fallback symbolic predictions: {
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - INFO - [DATA] Symbolic prediction summary: mean RUL=6.55, mean uncertainty=11.00
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - INFO - [DATA] Symbolic predictions sent to DSA
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - INFO - [DATA] Validating prediction from DSA
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - INFO - [DATA] Physical constraints: {
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - INFO - [DATA] MATERIAL_PROPERTIES query for material: Inconel-718, component: hpc, property_type: degradation_rate
2025-05-22 12:02:42,335 - DANCEST.AgentRunner - INFO - [DATA] Component-specific degradation rate for hpc: 0.95
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Retrieved material properties for constraints: {
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Applying constraints: {
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Applied material-specific degradation for hpc: rate=0.95, adjusted RUL from 7.70 to 7.51
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Validated prediction sent to DSA
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Received neural prediction from DMA
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 10.0, Mean Uncertainty: 22.0
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Stored neural predictions with 1 components
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Both neural and symbolic predictions received, performing fusion
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Starting fusion of neural and symbolic predictions
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Found 1 common components for fusion
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Fusion complete: mean RUL=7.70, mean uncertainty=7.33
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Fusion weights: min=0.33, max=0.33, mean=0.33
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Sent fusion results to CEA for validation
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Received symbolic prediction from SIA
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Mean RUL: 6.553500570265387, Mean Uncertainty: 11.0
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Stored symbolic predictions with 1 components
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Both neural and symbolic predictions received, performing fusion
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Starting fusion of neural and symbolic predictions
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Found 1 common components for fusion
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Fusion complete: mean RUL=7.70, mean uncertainty=7.33
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Fusion weights: min=0.33, max=0.33, mean=0.33
2025-05-22 12:02:42,336 - DANCEST.AgentRunner - INFO - [DATA] Sent fusion results to CEA for validation
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Received validated result from CEA
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Constraints applied: True
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Final prediction: mean RUL=7.51, uncertainty=7.33
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] DANCE-ST prediction workflow complete
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Validating prediction from DSA
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Retrieved material properties for constraints: {
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Applying constraints: {
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Applied material-specific degradation for hpc: rate=0.95, adjusted RUL from 7.70 to 7.51
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Validated prediction sent to DSA
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Validating prediction from DSA
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Retrieved material properties for constraints: {
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Applying constraints: {
2025-05-22 12:02:42,337 - DANCEST.AgentRunner - INFO - [DATA] Applied material-specific degradation for hpc: rate=0.95, adjusted RUL from 7.70 to 7.51
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] No constraint violations detected
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] Validated prediction sent to DSA
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] Received validated result from CEA
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] Constraints applied: True
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] Final prediction: mean RUL=7.51, uncertainty=7.33
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] DANCE-ST prediction workflow complete
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] Received validated result from CEA
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] Constraints applied: True
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] Final prediction: mean RUL=7.51, uncertainty=7.33
2025-05-22 12:02:42,338 - DANCEST.AgentRunner - INFO - [DATA] DANCE-ST prediction workflow complete
2025-05-22 12:02:42,339 - DANCEST.AgentRunner - INFO - [DATA] Returning complete results with 1 components
2025-05-22 12:02:42,342 - DANCEST.AgentRunner - INFO - [DATA] Final fusion results: {
2025-05-22 12:02:42,343 - DANCEST.AgentRunner - INFO - [DATA] Fusion weights: {
2025-05-22 12:02:42,343 - DANCEST.AgentRunner - INFO - [DATA] Constraints applied: True
2025-05-22 12:02:42,343 - DANCEST.AgentRunner - INFO - [DATA] Constraint violations: {}
