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1 StarCraft AI 1,a) 1 1 StarCraft (RTS) AI StarCraft AI AI AI 12 StarCraft AI AI StarCraftBWAPI Introducing ranks of troops to StarCraft AI Abstract: StarCraft is a popular series of Real Time Strategy (RTS) games with which many professional players play. Tournaments for AI are often held and development of StarCraft AI gradually becomes popular, however it can not defeat professional players yet. Higher-ranking prize StarCraft AI programs on 2012 and 2014 tournaments played with a professional player and the result is zero win twelve loses among twelve games from AI. Analysis of these games makes aware that disposition of units while moving has great difficulty. This research introduces a concept of ranks of troops to StarCraft AI, implements it and examines its effectiveness by experiments. Keywords: Game AI, Real Time Strategy, StarCraft, Ranks of troops, BWAPI 1. AI AI RTS RTS 1998 Blizzard Entertainment StarCraft 1 StarCraft 1 a) StarCraft AI AI StarCraft AI StarCraft AI StarCraft AI StarCraft AI StarCraft AI 2. StarCraft StarCraft StarCraft AI 2.1 StarCraft StarCraft c 2015 Information Processing Society of Japan 1

2 1 StarCraft esportsleague WallPlayed.org 200 StarCraft Benzene StarCraft 3 Terran Zerg Protoss Terran Terran Terran 3 Terran Zerg Zerg Worker Drone Zerg Creep Creep Protoss Protoss Protoss Protoss Woker Protoss 3 StarCraft StarCraft 2 ( 3) StarCraft Mineral Gas 2 Worker Woker c 2015 Information Processing Society of Japan 2

3 4 Gas Mineral StarCraft AI BWAPI[4] BWSAL[5] Star- Craft AI BWAPI StarCraft Broodwar AI C BWAPI Beta2.7.2 BWAPI JNI-BWAPI Java BWAPI PHP Python BWAPI4.1.0Beta 42 BWAPI 5 BWAPI BWSAL StarCraft AI StarCraft AI StarCraft AI BWSAL BWAPI BWSAL BWAPI3.6.1 BWSAL BWSAL BWSAL StarCraft AI BasicAIModule BasicAIModule StarCraft StarCraft AI 2010 University of Alberta David Churchill[1] StarCraft AI Competition[2] StarCraft AI Competition StarCraft AI StarCraft Bakuryu[3] AI 0 12 StarCraft AI StarCraft AI Bakuryu 12 StarCraft AI StarCraft A B 11 c 2015 Information Processing Society of Japan 3

4 5 BWAPI StarCraft AI StarCraft AI AI 1 StarCraft AI ( ) 9 StarCraft AI BWSAL BasicAIModule StarCraft BWSAL c 2015 Information Processing Society of Japan 4

5 1 AI AI StarCraft Woker 2 1 StarCraft AI AI AI AI AI StarCraft Broodwar1.16 Chaoslauncher AI 2 PC AI AI LAN UDP Protoss Zealot Protoss Zealot Protoss AI AI 10 AI AI 10 AI AI AI 6 AI 1 10 AI 3 AI AI AI 7.2 StarCraft AI 11 c 2015 Information Processing Society of Japan 5

6 AI 11 AI AI AI 15 AI 8. StarCraft AI StarCraft AI BWSAL BasicAIModule StarCraft AI AI 8 University of Alberta [1] David Churchill Computing Science, University of Alberta [2] David Churchill, Michael Buro 2014 StarCraft AI Competition ualberta.ca/~cdavid/starcraftaicomp/ [3] Liquipedia The StarCraft Encyclopedia teamliquid.net/starcraft/bakuryu [4] bwapi blog [5] bwsal Standard Add-on Library for BWAPI code.google.com/p/bwsal/ c 2015 Information Processing Society of Japan 6

IPSJ SIG Technical Report Vol.2016-GI-35 No /3/9 StarCraft AI Deep Q-Network StarCraft: BroodWar Blizzard Entertainment AI Competition AI Convo

IPSJ SIG Technical Report Vol.2016-GI-35 No /3/9 StarCraft AI Deep Q-Network StarCraft: BroodWar Blizzard Entertainment AI Competition AI Convo StarCraft AI Deep Q-Network StarCraft: BroodWar Blizzard Entertainment AI Competition AI Convolutional Neural Network(CNN) Q Deep Q-Network(DQN) CNN DQN,,, 1. StarCraft: Brood War *1 Blizzard Entertainment

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Terran( テラン ) Terran のユニットは人間に近い見た目をしている. 施設建設の際に他の種族と異なり場所の制約が無く, 指定した場所に建設出来る. 更に, 建設後に施設を浮遊させて移動することも可能である. また,Terran のユニットや施設はダメージを受けた際に修理が可能である.3

Terran( テラン ) Terran のユニットは人間に近い見た目をしている. 施設建設の際に他の種族と異なり場所の制約が無く, 指定した場所に建設出来る. 更に, 建設後に施設を浮遊させて移動することも可能である. また,Terran のユニットや施設はダメージを受けた際に修理が可能である.3 深層学習を用いた StarCraft の敵作戦予測 鎌田徹朗 1 橋本剛 1 概要 :StarCraft は RTS(Real-Time Strategy) ゲームの中でも特に人気のシリーズであり, 多くのプロが存在している. 現在までに, プロより強い AI 開発を目標として様々な研究が行われているが,AI はプロに対して 0 勝 15 敗と惨敗しており, プロのレベルには遠い. 本研究ではより効率的な

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