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Simulation-based optimization of StarCraft tactical AI through evolutionary computation

หน่วยงาน Nanyang Technological University, Singapore

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ชื่อเรื่อง : Simulation-based optimization of StarCraft tactical AI through evolutionary computation
นักวิจัย : Othman, Nasri , Decraene, James , Cai, Wentong , Hu, Nan , Low, Malcolm Yoke Hean , Gouaillard, Alexandre
คำค้น : DRNTU::Engineering::Computer science and engineering
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Othman, N., Decraene, J., Cai, W., Hu, N., Low, M. Y. H., & Gouaillard, A. (2012). Simulation-based optimization of StarCraft tactical AI through evolutionary computation. 2012 IEEE Conference on Computational Intelligence and Games (CIG). , http://hdl.handle.net/10220/11984 , http://dx.doi.org/10.1109/CIG.2012.6374182
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

The development of competent AI for real-time strategy games such as StarCraft is made difficult by the myriad of strategic and tactical reasonings which must be performed concurrently. A significant portion of StarCraft gameplay is in managing tactical conflict with opposing forces. We present a modular framework for simulating AI vs. AI conflicts through an XML specification, whereby the behavioural and tactical components for each force can be varied. Evolutionary computation can be employed on aspects of the scenario to yield superior solutions. Through evolution, a StarCraft AI tournament bot achieved a success rate of 68% against its original version. We also demonstrate the use of evolutionary computation to yield a tactical attack path to maximise enemy casualties. We believe that our framework can be used to perform automatic refinement on AI bots in StarCraft.

บรรณานุกรม :
Othman, Nasri , Decraene, James , Cai, Wentong , Hu, Nan , Low, Malcolm Yoke Hean , Gouaillard, Alexandre . (2555). Simulation-based optimization of StarCraft tactical AI through evolutionary computation.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Othman, Nasri , Decraene, James , Cai, Wentong , Hu, Nan , Low, Malcolm Yoke Hean , Gouaillard, Alexandre . 2555. "Simulation-based optimization of StarCraft tactical AI through evolutionary computation".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Othman, Nasri , Decraene, James , Cai, Wentong , Hu, Nan , Low, Malcolm Yoke Hean , Gouaillard, Alexandre . "Simulation-based optimization of StarCraft tactical AI through evolutionary computation."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Othman, Nasri , Decraene, James , Cai, Wentong , Hu, Nan , Low, Malcolm Yoke Hean , Gouaillard, Alexandre . Simulation-based optimization of StarCraft tactical AI through evolutionary computation. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.