Building a Cognitive Twin using a distributed cognitive system and an evolution strategy

被引:0
|
作者
Gibaut, Wandemberg [1 ]
Gudwin, Ricardo [1 ]
机构
[1] Univ Campinas UNICAMP, Campinas, SP, Brazil
来源
关键词
Cognitive systems; Artificial intelligence; Distributed systems; Cognitive Twin; Internet of Things; ARCHITECTURE;
D O I
10.1016/j.cogsys.2025.101326
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work presents a technique to build interaction-based Cognitive Twins (a computational version of an external agent) using input-output training and an Evolution Strategy on top of a framework for distributed Cognitive Architectures. Here, we show that it is possible to orchestrate many simple physical and virtual devices to achieve good approximations of a person's interaction behavior by training the system in an endto-end fashion and present performance metrics. The generated Cognitive Twin may later be used to automate tasks, generate more realistic human-like artificial agents or further investigate its behaviors.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Development of a Cognitive Digital Twin for Building Management and Operations
    El Mokhtari, Karim
    Panushev, Ivan
    McArthur, J. J.
    FRONTIERS IN BUILT ENVIRONMENT, 2022, 8
  • [2] A Distributed Cooperation Strategy in Cognitive Radio Networks
    Wu, Tsung-Ying
    Lin, Kuo-Wei
    Huang, Po-Han
    Liao, Wanjiun
    2013 IEEE 24TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2013, : 2517 - 2521
  • [3] Building cognitive functions from distributed brain activity
    Duncan, John
    NEURON, 2024, 112 (05) : 692 - 693
  • [4] Progress in Building a Cognitive Vision System
    Benjamin, D. Paul
    Lyons, Damian
    Yue, Hong
    MULTISENSOR, MULTISOURCE INFORMATION FUSION: ARCHITECTURES, ALGORITHMS, AND APPLICATIONS 2016, 2016, 9872
  • [5] Distributed Tracking System for Patients with Cognitive Impairments
    Laiseca, Xabier
    Castillejo, Eduardo
    Orduna, Pablo
    Gomez-Goiri, Aitor
    Lopez-de-Ipina, Diego
    Gonzalez Aguado, Ester
    AMBIENT ASSISTED LIVING, 2011, 6693 : 49 - 56
  • [6] Building a cognitive system based on process interaction
    Wolfengagen, Viacheslav E.
    Ismailova, Larisa
    Kosikov, Sergey
    COGNITIVE SYSTEMS RESEARCH, 2024, 83
  • [7] A Cognitive System Architecture for Building Energy Management
    Zucker, Gerhard
    Sporr, Andreas
    Kollmann, Stefan
    Wendt, Alexander
    Siafara, Lydia Chaido
    Fernbach, Andreas
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (06) : 2521 - 2529
  • [8] Temporal Evolution of Poststroke Cognitive Impairment Using the Montreal Cognitive Assessment
    Nijsse, Britta
    Visser-Meily, Johanna M. A.
    van Mierlo, Maria L.
    Post, Marcel W. M.
    de Kort, Paul L. M.
    van Heugten, Caroline M.
    STROKE, 2017, 48 (01) : 98 - +
  • [9] Distributed Interference Cancellation for Cognitive Radios Using Periodic Signals of the Primary System
    Nishimori, Kentaro
    Yomo, Hiroyuki
    Popovski, Petar
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2011, 10 (09) : 2971 - 2981
  • [10] Using cognitive artifacts to understand distributed cognition
    Nemeth, CP
    Cook, RI
    O'Connor, M
    Klock, PA
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2004, 34 (06): : 726 - 735