NDLI: Using CIGAR for finding effective group behaviors in RTS game

Content Provider	IEEE Xplore Digital Library
Author	Siming Liu Louis, S.J. Nicolescu, M.
Copyright Year	2013
Description	Author affiliation: Dept. of Comput. Sci. & Eng., Univ. of Nevada, Reno, Reno, NV, USA (Siming Liu; Louis, S.J.; Nicolescu, M.)
Abstract	We investigate using case-injected genetic algorithms to quickly generate high quality unit micro-management in real-time strategy game skirmishes. Good group positioning and movement, which are part of unit micro-management, can help win skirmishes against equal numbers and types of opponent units or win even when outnumbered. In this paper, we use influence maps to generate group positioning and potential fields to guide unit movement and compare the performance of case-injected genetic algorithms, genetic algorithms, and two types of hill-climbing search in finding good unit behaviors for defeating the default Starcraft Brood Wars AI. Early results showed that our hill-climbers were quick but unreliable while the genetic algorithm was slow but reliably found quality solutions a hundred percent of the time. Case-injected genetic algorithms, on the other hand were designed to learn from experience to increase problem solving performance on similar problems. Preliminary results with case-injected genetic algorithms indicate that they find high quality results as reliable as genetic algorithms but up to twice as quickly on related maps.
Starting Page	1
Ending Page	8
File Size	1192586
Page Count	8
File Format	PDF
ISSN	23254289
e-ISBN	9781467353113
DOI	10.1109/CIG.2013.6633652
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2013-08-11
Publisher Place	Canada
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Navigation Sociology Games Artificial intelligence Statistics Biological cells Genetic algorithms
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

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