UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 6 Issue 4
April-2019
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR1904266


Registration ID:
202803

Page Number

443-450

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Title

Artificial Intelligence in Real-Time Strategy Games

Abstract

This paper presents an overview of the development of bots for competitive real-time strategy (RTS) games using Artificial Intelligence. A comparative study is made between the design of AI bots for strategic board games and RTS games and the challenges involved in the development of an AI bot for RTS games are highlighted. Existing work addressing these challenges are discussed. Important concepts used in designing an RTS game AI such as Imitation Learning, Adaptive AI and Reinforcement Learning (RL) are explained. An implementation of AI bot for the RTS game DOTA 2 (Defense of the Ancients 2) using Reinforcement Learning is presented and the “reward function” used in the implementation is discussed. Finally, the recent developments in board game AI (with respect to Chess and Go) and in RTS game AI (with respect to DOTA 2) are presented and the future prospects are discussed.

Key Words

Artificial intelligence (AI), computer games, real-time strategy (RTS), multiplayer online battle arena (MOBA), defense of the ancients (DOTA), imitation learning, adaptive AI, reinforcement learning (RL), task allocation (TA)

Cite This Article

"Artificial Intelligence in Real-Time Strategy Games", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.6, Issue 4, page no.443-450, April-2019, Available :http://www.jetir.org/papers/JETIR1904266.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Artificial Intelligence in Real-Time Strategy Games", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.6, Issue 4, page no. pp443-450, April-2019, Available at : http://www.jetir.org/papers/JETIR1904266.pdf

Publication Details

Published Paper ID: JETIR1904266
Registration ID: 202803
Published In: Volume 6 | Issue 4 | Year April-2019
DOI (Digital Object Identifier):
Page No: 443-450
Country: Varanasi, Uttar Pradesh, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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