US 11,748,673 B2
Facility level transaction-enabling systems and methods for provisioning and resource allocation
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, Fort Lauderdale, FL (US)
Filed on Jun. 28, 2019, as Appl. No. 16/457,901.
Application 16/457,901 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 2019/0340467 A1, Nov. 7, 2019
Int. Cl. G06N 20/00 (2019.01); G06Q 30/02 (2012.01); G06F 16/23 (2019.01); G06F 16/27 (2019.01); G06F 9/46 (2006.01); G06F 9/50 (2006.01); G06N 3/08 (2006.01); G06Q 10/04 (2012.01); G06Q 10/06 (2012.01); G06Q 40/04 (2012.01); G06Q 50/06 (2012.01); G06Q 50/18 (2012.01); G06N 5/04 (2006.01); G06Q 20/22 (2012.01); G06Q 20/38 (2012.01); H02J 3/00 (2006.01); H02J 3/14 (2006.01); H02J 3/28 (2006.01); G06F 21/10 (2013.01); G06Q 20/40 (2012.01); G05B 19/00 (2006.01); G05B 19/418 (2006.01); G06F 9/38 (2018.01); G06F 9/48 (2006.01); G06F 9/54 (2006.01); G06F 16/182 (2019.01); G06F 16/18 (2019.01); G06F 16/24 (2019.01); G06F 16/951 (2019.01); G06F 30/27 (2020.01); G06N 3/02 (2006.01); G06N 3/04 (2023.01); G06Q 10/067 (2023.01); G06Q 10/0631 (2023.01); G06Q 20/06 (2012.01); G06Q 20/36 (2012.01); G06Q 30/0201 (2023.01); G06Q 30/0202 (2023.01); G06Q 30/0204 (2023.01); G06Q 30/0241 (2023.01); G06Q 30/0273 (2023.01); G06Q 30/06 (2023.01); G06Q 40/10 (2023.01); G06Q 50/04 (2012.01); H02J 3/38 (2006.01); H04L 9/00 (2022.01); H04L 12/14 (2006.01); H04L 47/783 (2022.01); H04L 47/78 (2022.01); H04L 47/70 (2022.01); G06F 18/214 (2023.01); G06F 16/2457 (2019.01); G06Q 30/0251 (2023.01); G06Q 50/00 (2012.01); H04L 9/06 (2006.01); H04L 67/12 (2022.01); G06N 3/044 (2023.01); G06N 3/047 (2023.01)
CPC G06N 20/00 (2019.01) [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); G06Q 10/04 (2013.01); 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)] 26 Claims
OG exemplary drawing
 
1. A transaction-enabling system, comprising:
a facility comprising a core task; and
a controller, comprising:
a facility description circuit structured to interpret:
a plurality of historical facility parameter values; and
a corresponding plurality of historical facility outcome values; and
a facility prediction circuit structured to:
operate an adaptive learning system, the adaptive learning system being configured to train a facility resource allocation model in response to the plurality of historical facility parameter values and the corresponding plurality of historical facility outcome values, wherein training the facility resource allocation model comprises:
maintaining a training data set for the adaptive learning system, the training data set comprising feedback data indicating successful outcomes of resource allocation using the plurality of historical facility parameter values and the corresponding plurality of historical facility outcome values, wherein respective outcomes are determined with respect to 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
iteratively self-adjusting the resource allocation by the facility for servicing the core task based on the feedback data of the training data set;
interpret a plurality of present state facility parameter values;
adjust, in response to the plurality of present state facility parameter values, a plurality of facility resource values;
interpret historical external data from at least one external data source; and
operate the adaptive learning system to further train the facility resource allocation model in response to the historical external data,
wherein the at least one external data source comprises at least one of: a behavioral data source, a spot market price for an energy source, and a forward market price for the energy source, the behavioral data source comprising at least one of an automated agent behavioral data source, a human behavioral data source, or an entity behavioral data source.