NDLI: An Integrated Human Decision Making Model under Extended Belief-Desire-Intention Framework

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An Integrated Human Decision Making Model under Extended Belief-Desire-Intention Framework

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An Integrated Human Decision Making Model under Extended Belief-Desire-Intention Framework

Content Provider	ACM Digital Library
Author	Son, Young-Jun
Abstract	In this keynote talk, we discuss an extended Belief-Desire-Intention (BDI) framework for human decision making and planning, whose sub-modules have been developed using Bayesian belief network (BBN), Decision-Field-Theory (DFT), and a probabilistic depth first search (DFS) technique. A key novelty of the proposed approach is its ability to represent both the human decision-making as well as decision-planning functions in a coherent framework. In this talk, the proposed framework is illustrated and demonstrated for human's evacuation behaviors under a terrorist bomb attack situation. To mimic realistic human decision-planning and decision-making behaviors, attributes of the extended BDI framework are calibrated from the human-in-the-loop experiments conducted in the Cave Automatic Virtual Environment (CAVE) available at The University of Arizona. A crowd simulation is then constructed, where individual human behaviors are modeled based on what was learned from the CAVE experiments. In this work, the simulated environment (e.g. streets and buildings) and humans conforming to the extended BDI framework are implemented in AnyLogic® agent-based simulation software, where each human entity calls external Netica BBN software to perform its perceptual processing function and Soar software to perform its real-time planning and decision-execution functions. The constructed crowd simulation is used to evaluate the impact of several factors (e.g. number of policemen, information sharing via speakers/mobile phones) on the evacuation performance. Finally, we briefly discuss other applications (e.g. driver's behaviors) and research extensions (e.g. human learning/forgetting and human interactions) for the extended BDI framework.
Starting Page	39
Ending Page	39
Page Count	1
File Format	PDF
ISBN	9781450344890
DOI	10.1145/3064911.3064936
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2017-05-16
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Extended belief-desire-intention modeling
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

INTEGRATED HUMAN DECISION BEHAVIOR MODELING UNDER AN EXTENDED BELIEF-DESIRE-INTENTION FRAMEWORK

Integrated human decision making model under belief-desire-intention framework for crowd simulation

Integrated human decision making model under Belief-Desire-Intention framework for crowd simulation

Integrated human decision making model under belief-desire-intention framework for crowd simulation (2008)

Drivers' en-route divergence behavior modeling using Extended Belief-Desire-Intention (E-BDI) framework

AN EXTENDED BDI MODEL FOR HUMAN BEHAVIORS: DECISION-MAKING, LEARNING, INTERACTIONS, AND APPLICATIONS

Drivers' en-route divergence behavior modeling using extended belief-desire-intention (E-BDI) framework

Hierarchical en-route planning under the extended belief-desire-intention (E-BDI) framework

An integrated human decision making model for evacuation scenarios under a BDI framework

An Integrated Human Decision Making Model under Extended Belief-Desire-Intention Framework

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