ASA: a simulation environment for evaluating military operational scenarios

J Dantas, AN Costa, VCF Gomes… - arXiv preprint arXiv …, 2022 - arxiv.org
The Aerospace Simulation Environment (Ambiente de Simula\c {c}\~ ao Aeroespacial--ASA
in Portuguese) is a custom-made object-oriented simulation framework developed mainly in …

Supervised machine learning for effective missile launch based on beyond visual range air combat simulations

JPA Dantas, AN Costa, FLL Medeiros… - 2022 Winter …, 2022 - ieeexplore.ieee.org
This work compares supervised machine learning methods using reliable data from beyond
visual range air combat constructive simulations to estimate the most effective moment for …

AsaPy: A Python Library for Aerospace Simulation Analysis

J Dantas, SR Silva, VCF Gomes, AN Costa… - arXiv preprint arXiv …, 2023 - arxiv.org
AsaPy is a custom-made Python library designed to simplify and optimize the analysis of
simulation data. It offers a range of features, including the design of experiment methods …

Multicriteria game approach to air-to-air combat tactical decisions for multiple UAVs

R Jiang, H Luo, Y Ma, G Wang - Journal of Systems …, 2023 - ieeexplore.ieee.org
Air-to-air combat tactical decisions for multiple unmanned aerial vehicles (ACTDMU) are a
key decision-making step in beyond visual range combat. Complex influencing factors …

Autonomous Agent for Beyond Visual Range Air Combat: A Deep Reinforcement Learning Approach

JPA Dantas, MROA Maximo, T Yoneyama - Proceedings of the 2023 …, 2023 - dl.acm.org
This work contributes to developing an agent based on deep reinforcement learning
capable of acting in a beyond visual range (BVR) air combat simulation environment. The …

Real-Time Surface-to-Air Missile Engagement Zone Prediction Using Simulation and Machine Learning

J Dantas, D Geraldo, FLL Medeiros… - arXiv preprint arXiv …, 2023 - arxiv.org
Surface-to-Air Missiles (SAMs) are crucial in modern air defense systems. A critical aspect of
their effectiveness is the Engagement Zone (EZ), the spatial region within which a SAM can …

UAV Confrontation Decision‑Making Based on Fictitious Self‑play Multi‑agent Proximal Policy Optimization.

W Mingming, Z Baoyong, WU Chong… - … of Aeronautics & …, 2023 - search.ebscohost.com
This paper addresses the confrontation decision-making problem of unmanned aerial
vehicles (UAVs) based on fictitious self-play multi-agent proximal policy optimization. UAV …