Combine Intent Recognition with Behavior Modeling in Teaching Competition Military Simulation Platform

Yi Zhang, Shuilin Li, Chuan Ai, Yong Peng, Kai Xu

2024

Abstract

Intent recognition refers to obtaining the observations of an agent and then using the observations to reason its current state and to predict its future actions. Behavior modeling, describing the behavior or performance of an agent, is an important research area in intent recognition. However, few studies have combined behavior modeling with intent recognition to investigate its real-world applications. In this paper, we study behavior modeling for intent recognition for cognitive intelligence, aiming to enhance the situational awareness capability of AI and expand its applications in multiple fields. Taking the combat environment and tanks as the research object, based on the behavior tree and SBR recognition algorithm, this paper designs the framework and experiments for behavior modeling and intent recognition. Firstly, uses the evolution behavior tree algorithm to autonomously generate the behavior model adapted to the environment. Secondly uses the SBR algorithm to effectively recognize actions and plan paths of enemy tank to guide self-tank actions in the TankSimV1.20 simulation platform. The results show that the tank survival rate increases by 80% under the guidance of the intent recognition results, and the method in this paper can provide effective guidance for the intent recognition behavior modeling, which has a broad application prospect.

Paper Citation

in Harvard Style

Zhang Y., Li S., Ai C., Peng Y. and Xu K. (2024). Combine Intent Recognition with Behavior Modeling in Teaching Competition Military Simulation Platform. In Proceedings of the 14th International Conference on Simulation and Modeling Methodologies, Technologies and Applications - Volume 1: SIMULTECH; ISBN 978-989-758-708-5, SciTePress, pages 456-463. DOI: 10.5220/0012869400003758

in Bibtex Style

@conference{simultech24,
author={Yi Zhang and Shuilin Li and Chuan Ai and Yong Peng and Kai Xu},
title={Combine Intent Recognition with Behavior Modeling in Teaching Competition Military Simulation Platform},
booktitle={Proceedings of the 14th International Conference on Simulation and Modeling Methodologies, Technologies and Applications - Volume 1: SIMULTECH},
year={2024},
pages={456-463},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012869400003758},
isbn={978-989-758-708-5},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 14th International Conference on Simulation and Modeling Methodologies, Technologies and Applications - Volume 1: SIMULTECH
TI - Combine Intent Recognition with Behavior Modeling in Teaching Competition Military Simulation Platform
SN - 978-989-758-708-5
AU - Zhang Y.
AU - Li S.
AU - Ai C.
AU - Peng Y.
AU - Xu K.
PY - 2024
SP - 456
EP - 463
DO - 10.5220/0012869400003758
PB - SciTePress