US 11,687,846 B2
Forward market renewable energy credit prediction from automated agent behavioral data
Charles Howard Cella, Pembroke, MA (US)
Assigned to Strong Force TX Portfolio 2018, LLC, Fort Lauderdale, FL (US)
Filed by Strong Force TX Portfolio 2018, LLC, Santa Monica, CA (US)
Filed on Nov. 22, 2019, as Appl. No. 16/692,718.
Application 16/692,718 is a continuation of application No. PCT/US2019/030934, filed on May 6, 2019.
Claims priority of provisional application 62/787,206, filed on Dec. 31, 2018.
Claims priority of provisional application 62/751,713, filed on Oct. 29, 2018.
Claims priority of provisional application 62/667,550, filed on May 6, 2018.
Prior Publication US 2020/0104873 A1, Apr. 2, 2020
This patent is subject to a terminal disclaimer.
Int. Cl. G06Q 30/02 (2012.01); G06Q 10/04 (2023.01); G06Q 30/0201 (2023.01); G06N 20/00 (2019.01); G06F 16/23 (2019.01); G06Q 30/0202 (2023.01); G06F 9/46 (2006.01); G06F 9/50 (2006.01); G06N 3/08 (2023.01); G06Q 10/0631 (2023.01); G06Q 10/067 (2023.01); G06Q 40/04 (2012.01); G06Q 50/06 (2012.01); G06Q 50/18 (2012.01); G06N 5/04 (2023.01); G06Q 20/22 (2012.01); G06Q 20/38 (2012.01); G06Q 30/0241 (2023.01); G06Q 30/0273 (2023.01); H02J 3/00 (2006.01); H02J 3/28 (2006.01); G06F 21/10 (2013.01); G06Q 20/40 (2012.01); G06F 9/48 (2006.01); G06Q 20/36 (2012.01); H04L 47/78 (2022.01); G06N 3/02 (2006.01); G06Q 20/06 (2012.01); G06F 16/951 (2019.01); G06F 9/38 (2018.01); H04L 47/783 (2022.01); G06Q 30/0204 (2023.01); G06Q 40/10 (2023.01); G06F 16/24 (2019.01); G06Q 50/04 (2012.01); H04L 9/00 (2022.01); H04L 12/14 (2006.01); H04L 47/70 (2022.01); G06F 16/18 (2019.01); H02J 3/38 (2006.01); G05B 19/00 (2006.01); G05B 19/418 (2006.01); G06F 9/54 (2006.01); G06Q 30/06 (2023.01); G06F 18/214 (2023.01); H02J 3/14 (2006.01); G06F 16/27 (2019.01); G06F 16/182 (2019.01); G06F 30/27 (2020.01); G06N 3/04 (2023.01); G06Q 50/00 (2012.01); H04L 9/06 (2006.01); G06F 16/2457 (2019.01); G06Q 30/0251 (2023.01); G06N 3/044 (2023.01); G06N 3/047 (2023.01); H04L 67/12 (2022.01)
CPC G06Q 10/04 (2013.01) [G05B 19/00 (2013.01); G05B 19/4188 (2013.01); G05B 19/41865 (2013.01); G06F 9/3836 (2013.01); G06F 9/3891 (2013.01); G06F 9/466 (2013.01); G06F 9/4806 (2013.01); G06F 9/4881 (2013.01); G06F 9/50 (2013.01); G06F 9/5005 (2013.01); G06F 9/5016 (2013.01); G06F 9/5027 (2013.01); G06F 9/5072 (2013.01); G06F 9/541 (2013.01); G06F 16/182 (2019.01); G06F 16/1865 (2019.01); G06F 16/23 (2019.01); G06F 16/2365 (2019.01); G06F 16/2379 (2019.01); G06F 16/24 (2019.01); G06F 16/27 (2019.01); G06F 16/951 (2019.01); G06F 18/2148 (2023.01); G06F 18/2155 (2023.01); G06F 21/105 (2013.01); G06F 30/27 (2020.01); G06N 3/02 (2013.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); G06Q 10/067 (2013.01); G06Q 10/0631 (2013.01); G06Q 10/06314 (2013.01); G06Q 10/06315 (2013.01); G06Q 20/06 (2013.01); G06Q 20/065 (2013.01); G06Q 20/0655 (2013.01); G06Q 20/29 (2013.01); G06Q 20/367 (2013.01); G06Q 20/389 (2013.01); G06Q 20/38215 (2013.01); G06Q 20/405 (2013.01); G06Q 20/4016 (2013.01); G06Q 30/0201 (2013.01); G06Q 30/0202 (2013.01); G06Q 30/0205 (2013.01); G06Q 30/0206 (2013.01); G06Q 30/0247 (2013.01); G06Q 30/0273 (2013.01); G06Q 30/06 (2013.01); G06Q 40/04 (2013.01); G06Q 40/10 (2013.01); G06Q 50/04 (2013.01); G06Q 50/06 (2013.01); G06Q 50/184 (2013.01); H02J 3/008 (2013.01); H02J 3/14 (2013.01); H02J 3/28 (2013.01); H02J 3/388 (2020.01); H04L 9/50 (2022.05); H04L 12/14 (2013.01); H04L 47/783 (2013.01); H04L 47/788 (2013.01); H04L 47/823 (2013.01); G05B 2219/36542 (2013.01); G06F 9/3838 (2013.01); G06F 16/2457 (2019.01); G06N 3/044 (2023.01); G06N 3/047 (2023.01); G06N 3/0418 (2013.01); G06Q 20/4015 (2020.05); G06Q 30/0254 (2013.01); G06Q 30/0276 (2013.01); G06Q 50/01 (2013.01); G06Q 2220/00 (2013.01); G06Q 2220/12 (2013.01); G06Q 2220/18 (2013.01); H02J 3/003 (2020.01); H04L 9/0643 (2013.01); H04L 67/12 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A transaction-enabling system, comprising:
a forward market circuit structured to access a forward energy credit market;
a market forecasting circuit structured to:
automatically generate a forecast for a forward market price of an energy credit in the forward energy credit market, the forecast being based at least in part on an automated agent behavior collected from at least one automated agent behavioral data source, the energy credit comprising a renewable energy credit associated with at least one renewable energy system;
maintain a training data set comprising feedback data indicating outcomes of previous forecasts and at least one of: facility parameters, yield, profitability, optimization of resources, optimization of business objectives, satisfaction of goals, satisfaction of users, or satisfaction of operators; and
train an artificial intelligence system based on the training data set, the training the artificial intelligence system including:
updating the training data set with the feedback data; and
iteratively self-adjusting the forecast for the forward market price of the energy credit based on the updated training data that includes the feedback data of the training data set; and
a smart contract circuit structured to perform at least one of selling the renewable energy credit or purchasing the renewable energy credit on the forward energy credit market in response to the forecasted forward market price of the energy credit.