Inventor

MURUGESAN SUGUMAR

US22 patents

⚠️ This page may combine multiple inventors who share the name “MURUGESAN SUGUMAR”. Patents are grouped by organization below to help distinguish them — per-person disambiguation is on the roadmap.

MURUGESAN SUGUMAR

Johnson Controls Tyco IP Holdings LLP

Building system with adaptive fault detection

Adaptive training and deployment of single chiller and clustered chiller fault detection models for connected chillers

Building management system with dynamic energy prediction model updates

Building system with model training to handle selective forecast data

Building system with selective use of data for probabilistic forecasting

Building system with probabilistic forecasting using a recurrent neural network sequence to sequence model

Automatic threshold selection of machine learning/deep learning model for anomaly detection of connected chillers

Adaptive selection of machine learning/deep learning model with optimal hyper-parameters for anomaly detection of connected chillers

Building control system using reinforcement learning

Methods and systems for training building control using simulated and real experience data

Methods and systems for training HVAC control using surrogate model

Methods and systems for training HVAC control using simulated and real experience data

Adaptive training and deployment of single device and clustered device fault detection models for connected equipment

Building system with early fault detection

JOHNSON CONTROLS TECH CO

Building management autonomous HVAC control using reinforcement learning with occupant feedback

Building management HVAC control using user voice feedback

Robust fault detection and diagnosis by constructing an ensemble of detectors

SUNPOWER CORP

Energy flow prediction for electric systems including photovoltaic solar systems

Energy flow prediction for electric systems including photovoltaic solar systems

ADAPTIVE SPECTRUM & SIGNAL ALIGNMENT INC

Method and apparatus for predicting successful DSL line optimization

ASSIA SPE LLC

Method and apparatus for predicting successful DSL line optimization

TYCO FIRE & SECURITY GMBH

Adaptive selection of machine learning/deep learning model with optimal hyper-parameters for anomaly detection of connected equipment