Construct - A Multi-Agent Network Model for the Co-Evolution of Agents and Socio-Cultural Environments

It is a challenge for existing artificial intelligence algorithms to deal with incomplete information of computer tactical wargames in military research, and one effective method is to take advantage of game replays based on data mining or supervised learning. However, the open source datasets of wargame replays are extremely rare, which obstruct the development of research on computer wargames. In this paper, a data set of wargame replays is opened for predicting algorithm on the condition of incomplete information, to be specific, we propose the dataset processing method for deep learning and an network model for enemy locations predicting. We first introduce the criteria and methods of data preprocessing, parsing and feature extraction, then the training set and test set for deep learning are predefined. Furthermore, we have designed a newly specific network model for enemy locations predicting, including multi-head input, multi-head output, CNN and GRU layers to deal with the multi-agent and long-term memory problems. The experimental results demonstrate that our method achieves good performance of 84.9% on top-50 accuracy. Finally, we open source the data set and methods on https://github.com/daman043/AAGWS-Wargame-master.

Download Full-text

A quantum multi-agent based neural network model for failure prediction

Journal of Systems Science and Systems Engineering ◽

10.1007/s11518-016-5308-2 ◽

2016 ◽

Vol 25 (2) ◽

pp. 210-228 ◽

Cited By ~ 4

Author(s):

Wei Wu ◽

Min Liu ◽

Qing Liu ◽

Weiming Shen

Keyword(s):

Neural Network ◽

Network Model ◽

Neural Network Model ◽

Failure Prediction ◽

Agent Based ◽

Multi Agent

Download Full-text

Interoperable wireless sensor network model using multi-agent-based middleware

2010 International Symposium on Intelligent Signal Processing and Communication Systems ◽

10.1109/ispacs.2010.5704670 ◽

2010 ◽

Author(s):

Feiyu Xiong ◽

Li Bai

Keyword(s):

Wireless Sensor Network ◽

Sensor Network ◽

Network Model ◽

Wireless Sensor ◽

Agent Based ◽

Multi Agent

Download Full-text

Organization of parallel multi-agent product design of case furniture in the environment VFDO

Forestry Engineering Journal ◽

10.12737/1763 ◽

2013 ◽

Vol 3 (3) ◽

pp. 89-93 ◽

Cited By ~ 2

Author(s):

Мешков ◽

Dmitriy Meshkov ◽

Стариков ◽

Aleksandr Starikov

Keyword(s):

Product Design ◽

Work Environment ◽

Design Process ◽

Network Model ◽

Production Technology ◽

Logical Structure ◽

Furniture Design ◽

Complex Design ◽

Mechanisms Of Formation ◽

Multi Agent

Feasibility of establishing a virtual furniture design offices (VFDO) is analyzed, whose task is to develop within the prescribed period of complex design solutions, fully describing the process of manufacturing and production technology of furniture products for client enterprises. We consider the logical structure of VFDO presented in the form of a multi-agent network model (MANM), and the mechanisms of formation and functioning of the unified of controlled work environment of design. A number of advantages is marked over other types of MANM models of the design process of furniture.

Download Full-text