SG11202103857XA - Reinforcement learning systems and methods for inventory control and optimization - Google Patents

Reinforcement learning systems and methods for inventory control and optimization

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Publication number
SG11202103857XA
SG11202103857XA SG11202103857XA SG11202103857XA SG11202103857XA SG 11202103857X A SG11202103857X A SG 11202103857XA SG 11202103857X A SG11202103857X A SG 11202103857XA SG 11202103857X A SG11202103857X A SG 11202103857XA SG 11202103857X A SG11202103857X A SG 11202103857XA
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SG
Singapore
Prior art keywords
optimization
methods
reinforcement learning
inventory control
learning systems
Prior art date
Application number
SG11202103857XA
Inventor
Agost Rodrigo Alejandro Acuna
Thomas Fiig
Nicolas Bondoux
Anh-Quan Nguyen
Original Assignee
Amadeus Sas
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Filing date
Publication date
Application filed by Amadeus Sas filed Critical Amadeus Sas
Publication of SG11202103857XA publication Critical patent/SG11202103857XA/en

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/02—Reservations, e.g. for tickets, services or events
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/08—Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/087—Inventory or stock management, e.g. order filling, procurement or balancing against orders
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/004—Artificial life, i.e. computing arrangements simulating life
    • G06N3/006—Artificial life, i.e. computing arrangements simulating life based on simulated virtual individual or collective life forms, e.g. social simulations or particle swarm optimisation [PSO]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/092—Reinforcement learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06312—Adjustment or analysis of established resource schedule, e.g. resource or task levelling, or dynamic rescheduling
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0637—Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/067—Enterprise or organisation modelling
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201—Market modelling; Market analysis; Collecting market data
    • G06Q30/0206—Price or cost determination based on market factors

Landscapes

  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Human Resources & Organizations (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • General Physics & Mathematics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Development Economics (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • Tourism & Hospitality (AREA)
  • Quality & Reliability (AREA)
  • Operations Research (AREA)
  • Data Mining & Analysis (AREA)
  • Game Theory and Decision Science (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • Biophysics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Educational Administration (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Computer Hardware Design (AREA)
  • Geometry (AREA)
  • Biodiversity & Conservation Biology (AREA)
SG11202103857XA 2018-10-31 2019-10-21 Reinforcement learning systems and methods for inventory control and optimization SG11202103857XA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
FR1860075A FR3087922A1 (en) 2018-10-31 2018-10-31 REINFORCEMENT LEARNING METHODS AND SYSTEMS FOR INVENTORY CONTROL AND OPTIMIZATION
PCT/EP2019/078491 WO2020088962A1 (en) 2018-10-31 2019-10-21 Reinforcement learning systems and methods for inventory control and optimization

Publications (1)

Publication Number Publication Date
SG11202103857XA true SG11202103857XA (en) 2021-05-28

Family

ID=66166060

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202103857XA SG11202103857XA (en) 2018-10-31 2019-10-21 Reinforcement learning systems and methods for inventory control and optimization

Country Status (9)

Country Link
US (1) US20210398061A1 (en)
EP (1) EP3874428A1 (en)
JP (1) JP7486507B2 (en)
KR (1) KR20210080422A (en)
CN (1) CN113056754A (en)
CA (1) CA3117745A1 (en)
FR (1) FR3087922A1 (en)
SG (1) SG11202103857XA (en)
WO (1) WO2020088962A1 (en)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11645498B2 (en) * 2019-09-25 2023-05-09 International Business Machines Corporation Semi-supervised reinforcement learning
US20210232970A1 (en) * 2020-01-24 2021-07-29 Jpmorgan Chase Bank, N.A. Systems and methods for risk-sensitive reinforcement learning
US20220067619A1 (en) * 2020-08-31 2022-03-03 Clari Inc. System and method to provide prescriptive actions for winning a sales opportunity using deep reinforcement learning
US20220129925A1 (en) * 2020-10-22 2022-04-28 Jpmorgan Chase Bank, N.A. Method and system for simulation and calibration of markets
US20220188852A1 (en) * 2020-12-10 2022-06-16 International Business Machines Corporation Optimal pricing iteration via sub-component analysis
CN113269402B (en) * 2021-04-28 2023-12-26 北京筹策科技有限公司 Flight space control method and device and computer equipment
CN115542849B (en) * 2022-08-22 2023-12-05 苏州诀智科技有限公司 Container terminal intelligent ship control and dispatch method, system, storage medium and computer

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3360086A1 (en) * 2015-11-12 2018-08-15 Deepmind Technologies Limited Training neural networks using a prioritized experience memory
US11074601B2 (en) * 2018-02-06 2021-07-27 International Business Machines Corporation Real time personalized pricing for limited inventory assortments in a high-volume business environment

Also Published As

Publication number Publication date
KR20210080422A (en) 2021-06-30
EP3874428A1 (en) 2021-09-08
CN113056754A (en) 2021-06-29
CA3117745A1 (en) 2020-05-07
JP2022509384A (en) 2022-01-20
WO2020088962A1 (en) 2020-05-07
FR3087922A1 (en) 2020-05-01
JP7486507B2 (en) 2024-05-17
US20210398061A1 (en) 2021-12-23

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