SYSTEM AND METHOD FOR CONTROLLING OPERATIONS OF A TRAIN USING ENERGY MANAGEMENT MACHINE LEARNING MODELS

SYSTEM AND METHOD FOR CONTROLLING OPERATIONS OF A TRAIN USING ENERGY MANAGEMENT MACHINE LEARNING MODELS

A train control system uses artificial intelligence for maintaining synchronization between centralized and distributed train control models. A machine learning engine receives training data from a data acquisition hub, a first set of output control commands from a centralized virtual system modelin...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: AKIF, Sammy, SEVEL, Evan Paul, SILCOX, JR., Frederick Gary, BRAND, John William
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ENSURING THE SAFETY OF RAILWAY TRAFFIC
GUIDING RAILWAY TRAFFIC
PERFORMING OPERATIONS
PHYSICS
RAILWAYS
TRANSPORTING
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Beschreibung
Zusammenfassung:A train control system uses artificial intelligence for maintaining synchronization between centralized and distributed train control models. A machine learning engine receives training data from a data acquisition hub, a first set of output control commands from a centralized virtual system modeling engine, and a second set of output control commands from a distributed virtual system modeling engine. The machine learning engine compares the first set of output control commands and the second set of output control commands, and trains a learning system using the training data to enable the machine learning engine to safely mitigate any difference between the first and second sets of output control commands using a learning function including at least one learning parameter.