02/06/2012
Systems and Methods for Improving the Accuracy of Appliance Level Disaggregation in Non-Intrusive Appliance Load Monitoring Techniques
This pertains to core pattern recognition algorithms that apply to high resolution whole house metering data sampled at between 1 second – 1 minute. The value of this disaggregation is both in providing an itemized energy bill to consumers as well as serve as training data for disaggregation algorithms that work on lower resolution data typically available from smart meters.
04/25/2013
Energy Disaggregation Techniques for Low Resolution Whole-House Energy Consumption Data
This pertains to disaggregation algorithms that apply to low resolution whole house metering data typically sampled at between 15 minute – 60 minute. The value of these techniques are in providing an itemized energy bill and related insights to millions of consumers who currently have smart meters installed.
01/20/2014
Applications of Non-Intrusive Load Monitoring and Solar Energy Disaggregation
This pertains to techniques of estimating solar production from a net metered whole house data stream. The patent also covers programmable connected thermostats (PCT) with two particular scenarios – (a) Methods of using PCT data to improve accuracy of appliance disaggregation and (b) Methods of using historical HVAC disaggregation to create an optimal program for a PCT.
11/17/2014
Energy Disaggregation Techniques for Whole-House Energy Consumption Data
This pertains to techniques of improving accuracy of appliance disaggregation algorithms that apply to high resolution whole house metering data sampled at between 1 second – 1 minute. It covers techniques of reinforcing learning from a single home as more data is received over a period of time as well as methods of using user input to improve results.
02/03/2015
Electric Vehicle Disaggregation and Detection in Whole-House Consumption Signals
This pertains to techniques of disaggregation electric vehicle charging that apply to whole house metering data sampled at both low and high resolutions. It covers methods of detecting presence of electric vehicle charging at a facility as well as estimate energy consumption thereof.
12/15/2016
Low Frequency Energy Disaggregation Techniques
US Patent Application Publication No. 20180176033
This pertains to improvements to techniques of disaggregating appliances such as lighting, refrigeration, water heating from smart metering data. This strengthens the accuracy of disaggregation that can be provided to customers.
11/17/2014
Solar Energy Disaggregation Techniques for Whole-House Energy Consumption Data
US Patent Application Publication No. 20150142347
This pertains to techniques of estimating solar production from a net metered whole house data stream and shows how various weather attributes can be used to improve accuracy of the result.
09/03/2015
Systems and Methods for Managing Energy Usage Using Disaggregated Energy Data
US Patent Application Publication No. 20160070285
This pertains to methods of using energy consumption data in general and appliance disaggregation in particular to help detect and explain a change in the energy bill in a home. These methods help customer service agents better serve utility customers and thereby reduce operational expenses.
09/03/2015
Systems and Methods for Optimizing Energy Usage Using Energy Disaggregation Data and Time of Use Information
US Patent Application Publication No. 20160070286
This pertains to methods of using time-of-use appliance disaggregation to provide personalized ways of shifting discretionary loads. This enables effective ways for utilities to move customers to time of use tariffs.
10/09/2016
Systems and Methods for Learning Appliance Signatures
US Patent Application Publication No. 20170330103
This pertains to an interactive method to enable users to provide training input that can be used to improve quality of appliance disaggregation for a specific home.
01/23/2017
Systems and Methods for Disaggregating Appliance Loads
US Patent Application Publication No. 20180210900
US Patent Application Publication No. 2019005430
This pertains to systems and methods of creating rule-based models to provide appliance disaggregation that explains 100% of energy consumption in a home.
02/15/2017
Systems and Methods for Detecting Occurence of an Event in a Household Environment
US Patent Application Publication No. 20180231603
This pertains to methods of analyzing energy consumption data from a home and detecting household events that can be used to provide personalized notifications to users. The method enables a way for utilities to engage their customers in novel ways and increase customer satisfaction scores.
06/05/2018
Method and System for Disaggregating Energy Profile for one or more appliances installed in a Non-smart meter home
US Patent Application Publication No. 20190370913
This patent expands the idea of appliance disaggregation to legacy meters that only provide one reading per month. This enables a vast majority of homes to receive the value of disaggregation even before they get upgraded to smart meters.
08/10/2018
Energy Disaggregation Techniques for Low Resolution Whole-House Energy Consumption Data
US Patent Application Publication No. 20180238711
This pertains to disaggregation algorithms that apply to low resolution whole house metering data typically sampled at between 15 minute – 60 minute. The value of these techniques are in providing an itemized energy bill and related insights to millions of consumers who currently have smart meters installed.
01/28/2019
Electric Vehicle Disaggregation and Detection in Whole-House Consumption Signals
US Patent Application Publication No. 20190154741
This pertains to techniques of disaggregation electric vehicle charging that apply to whole house metering data sampled at both low and high resolutions. It covers methods of detecting presence of electric vehicle charging at a facility as well as estimate energy consumption thereof.
03/16/2020
Improvements in Low Frequency Energy Disaggregation Techniques
[UNPUBLISHED]
This pertains to improvements to techniques of disaggregating appliances such as lighting, refrigeration, water heating from smart metering data. This strengthens the accuracy of disaggregation that can be provided to customers.