Cognitive Modeling Approach for Generating Authentic Tactical Agent Behavior

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F24%3APU151845" target="_blank" >RIV/00216305:26230/24:PU151845 - isvavai.cz</a>

Result on the web

<a href="https://ieeexplore.ieee.org/document/10749624" target="_blank" >https://ieeexplore.ieee.org/document/10749624</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1109/DASC62030.2024.10749624" target="_blank" >10.1109/DASC62030.2024.10749624</a>

Result language

angličtina

Original language name

Cognitive Modeling Approach for Generating Authentic Tactical Agent Behavior

Original language description

This paper presents a synthesis of a tactical cognitive agent that utilizes advanced information processing models to enhance the human-like behavior of Computer Generated Forces (CGFs). The agent's Situational Awareness (SA) representation is enriched through the use of working memory, attention synthesis, and decision-making based on machine-learned models to accurately replicate human cognitive processes and behavior. This improved representation allows the agent to demonstrate human-like behavior under increased workload, a common condition in tactical flying scenarios. The innovative model structure is based on established concepts in cognitive and neurosciences and implemented using an Artificial Intelligence (AI) technique called the Behavior Tree (BT). The execution of SA driven behavior utilizes a purposely designed tactical autopilot based on Nonlinear Model Predictive Control (NMPC), enabling human-like maneuver specification and validation. The resulting cognitive agent was integrated into a ground-based simulation platform for synthetic tactical pilot training.

Czech name

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Czech description

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Type

D - Article in proceedings

CEP classification

—

OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

<a href="/en/project/TN01000029" target="_blank" >TN01000029: National Competence Centre for Aeronautics and Space</a><br>

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year

2024

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

AIAA/IEEE Digital Avionics Systems Conference - Proceedings

ISBN

979-8-3503-4961-0

ISSN

2155-7195

e-ISSN

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Number of pages

15

Pages from-to

1-15

Publisher name

Institute of Electrical and Electronics Engineers

Place of publication

San Diego

Event location

San Diego

Event date

Sep 29, 2024

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

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