{"product_id":"coordination-in-multi-agent-systems-von-gang-chen","title":"Coordination in Multi-Agent Systems","description":"\u003cp\u003eCoordination, as an art of managing interdependency among activities, will be extensively studied in this book under the multi-agent system paradigm. To model the information essential to agent coordination, this book proposes a Fuzzy Subjective Task  Structure (FSTS) model, through which agent coordination is viewed as a Decision-Theoretic Planning problem, to  which reinforcement learning can be applied. Two learning algorithms, \"coarse-grained\" and \"fine-grained\" are presented to address agent coordination at two different levels. The \"coarse-grained\" algorithm operates at one level and tackles hard system constraints, while the \"fine-grained\" at another level and for soft constraints. Besides reinforcement learning, this book also proposes a bio-inspired approach to agent coordination. A dynamic coordination model inspired by biological metabolic system is presented. Agent coordination is achieved as every agent performs iteratively a dynamic optimization process, which utilizes explicitly the global dynamics captured through the metabolic model. All research results presented in this book are experimentally evaluated to be effective and useful in practice.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838307237\"\u003e\u003ch3\u003eCoordination Technology in Task-Oriented Environments\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838307237","offer_id":39497094398045,"sku":"9783838307237","price":68.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/3932f606-74df-4e16-b747-70f5bb8a1ad6.jpg?v=1772865749","url":"https:\/\/shop.autorenwelt.de\/products\/coordination-in-multi-agent-systems-von-gang-chen","provider":"Autorenwelt Shop","version":"1.0","type":"link"}