T-AProcess prediction & judgment AIA family of deep-learning models that predict the next state of equipment and processes. Where defect data is scarce, generative models augment it for training.
MODELSPREDICTIVE MAINTENANCE LSTM AE+CNN · QUALITY PREDICTION LSTM-CNN+ATTENTION · PROCESS OPTIMIZATION TRANSFORMER+RL · TIME-SERIES FORECAST · DATA AUGMENTATION TIMEGAN, ETC.
T-BAI agent orchestrationAn agent architecture split into three tiers — the upper tier coordinates goals, the lower tier executes the work. Domain templates transplant it to each site.
ARCHCEO → SUPERVISOR → WORKER 3-TIER
FUNCTIONSPERCEPTION · PREDICTION · AUTOMATION · COMMUNICATION · GENERATION (5)
TEMPLATESMANUFACTURING-PROCESS · PROCUREMENT/MATERIALS (2 DOMAIN)
T-CKnowledge & reasoning engineThe layer that keeps answers from straying past their evidence. Retrieval cross-checks across five paths; reasoning asks for causation, not correlation.
ONTOLOGYCROSS-SOLUTION RELATIONS 311+ (CROSS 730+)
RETRIEVALHYBRID GRAPHRAG ×5 — GRAPH · VECTOR · SQL · DOC + GOT
REASONINGNEUROSYMBOLIC CAUSAL REASONING (PEARL SCM) · 6-TIER MEMORY
T-DAutonomy governance & operationsDiscipline before autonomy. Performance is inspected as a contractual metric, not a promise.
AUTHORITYAAF L0 READ · L1 PROPOSE · L2 APPROVE-THEN-EXECUTE · L3 AUTONOMOUS EXECUTE · L4 EMERGENCY RESPONSE
SAFETYSHACL BLOCKS PHYSICS-VIOLATING COMMANDS PRE-EXECUTION · SHADOW MODE VERIFICATION
OPSMLOPS DRIFT AUTO-RETRAIN · CONTRACTUAL VERIFICATION METHOD (MAPE · F1 SPECIFIED)
T-EStandards & integrationIt integrates equipment data into international-standard formats. Collection through open protocols, meaning through the asset administration shell (AAS).
STANDARDAAS (IEC 63278) AI SUBMODEL STANDARDIZATION — LED THE NATIONAL REFERENCE-MODEL CONSORTIUM
PIPELINEOPC-UA · MQTT → KAFKA · EDGE GATEWAY
FIG.3 — KNOWLEDGE GRAPH