US 11,790,288 B2
Systems and methods for machine forward energy transactions optimization
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. 27, 2019, as Appl. No. 16/698,368.
Application 16/698,368 is a continuation of application No. 16/457,890, filed on Jun. 28, 2019, abandoned.
Application 16/457,890 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 62/667,550, filed on May 6, 2018.
Claims priority of provisional application 62/751,713, filed on Oct. 29, 2018.
Prior Publication US 2020/0098066 A1, Mar. 26, 2020
Int. Cl. 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)] 24 Claims
OG exemplary drawing
 
1. A transaction-enabling system, comprising:
a regenerative energy facility configured to produce energy;
a resource requirement circuit structured to aggregate a resource requirement, including the energy produced by the regenerative energy facility, for a fleet of machines to perform a task;
a forward resource market circuit structured to access a forward market for energy; and
a controller, comprising:
a first artificial intelligence (AI) circuit structured to configure a transaction on the forward market for energy in response to the aggregated resource requirement;
a machine resource acquisition circuit structured to automatically solicit the configured transaction on the forward market for energy, including the energy produced by the regenerative energy facility; and
a resource distribution circuit structured to at least one of adaptively increase an aggregate output value of the fleet of machines or adaptively decrease a cost of operation of the machines using a plurality of previously configured transactions on the forward market for energy, by:
adaptively adjusting a resource utilization of the energy by the fleet of machines, including the energy produced by the regenerative energy facility, the adaptively adjusting the resource utilization of the energy comprising:
maintaining a training data set for a second AI circuit, the training data set comprising feedback data indicating outcomes of previous resource utilization of the energy by the fleet of machines and the plurality of previously configured transactions; and
by the second AI circuit, iteratively self-adjusting:
 the resource utilization of the energy by the fleet of machines based on the feedback data of the training data set;
 delivery of the energy to the machine, including the energy produced by the regenerative energy facility; and
 sale of excess energy produced by the regenerative energy facility and not delivered to the machine on the forward market for energy.