[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-1-en-105":3,"doc-seo-240438-105":53,"doc-detail-240438-en":127},{"code":4,"msg":5,"data":6},0,"success",[7,14,19,24,29,34,39,44,49],{"id":8,"doc_module":9,"doc_module_name":10,"category_name":11,"show_sort_weight":12,"slug":13},11,1,"Template","Presentations",90,"presentations",{"id":15,"doc_module":9,"doc_module_name":10,"category_name":16,"show_sort_weight":17,"slug":18},12,"Resumes",80,"resumes",{"id":20,"doc_module":9,"doc_module_name":10,"category_name":21,"show_sort_weight":22,"slug":23},14,"Invoices",70,"invoices",{"id":25,"doc_module":9,"doc_module_name":10,"category_name":26,"show_sort_weight":27,"slug":28},15,"Posters",60,"posters",{"id":30,"doc_module":9,"doc_module_name":10,"category_name":31,"show_sort_weight":32,"slug":33},16,"Social Media",50,"social-media",{"id":35,"doc_module":9,"doc_module_name":10,"category_name":36,"show_sort_weight":37,"slug":38},17,"Forms",40,"forms",{"id":40,"doc_module":9,"doc_module_name":10,"category_name":41,"show_sort_weight":42,"slug":43},18,"Letters",30,"letters",{"id":45,"doc_module":9,"doc_module_name":10,"category_name":46,"show_sort_weight":47,"slug":48},21,"Paper Templates",5,"papers-templates",{"id":50,"doc_module":9,"doc_module_name":10,"category_name":51,"show_sort_weight":4,"slug":52},158,"General","general-158",{"code":4,"msg":54,"data":55},"ok",{"site_id":56,"language":57,"slug":58,"title":59,"keywords":60,"description":61,"schema_data":62,"social_meta":120,"head_meta":122,"extra_data":124,"updated_unix":126},105,"en","a-multi-agent-system-development-tool-support-for-self-organization","A Multi-agent System Development Tool Support for Self-Organization","","Multi-agent systems increasingly rely on self-organization and adaptivity to remain coherent under changing environments. The paper presents VAStudio, a visual multi-agent development platform intended to support the engineering of self-organization MAS software. It structures development across a fine-grain behavior level, an agent level, and a society level, while using ontology for message consistency and policy to control agent and component dynamic load. Experiments illustrate the platform’s functional support for modeling and control of complex systems.",{"@graph":63,"@context":119},[64,80,102],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,71,74,77],{"item":68,"name":69,"@type":70,"position":9},"https://docshare.wps.com","Home","ListItem",{"item":72,"name":10,"@type":70,"position":73},"https://docshare.wps.com/template/",2,{"item":75,"name":11,"@type":70,"position":76},"https://docshare.wps.com/template/presentations/",3,{"item":78,"name":59,"@type":70,"position":79},"https://docshare.wps.com/template/a-multi-agent-system-development-tool-support-for-self-organization/240438/",4,{"url":78,"name":59,"@type":81,"image":82,"author":87,"headline":59,"publisher":90,"fileFormat":93,"inLanguage":57,"description":61,"dateModified":94,"datePublished":95,"encodingFormat":93,"isAccessibleForFree":96,"interactionStatistic":97},"DigitalDocument",{"url":83,"@type":84,"width":85,"height":86},"https://docshare.wps.com/thumbnails/a-multi-agent-system-development-tool-support-for-self-organization/240438.png","ImageObject",442,249,{"name":88,"@type":89},"Asher","Person",{"url":68,"name":91,"@type":92},"DocShare","Organization","application/pdf","2026-10-29","2026-09-11",true,{"@type":98,"interactionType":99,"userInteractionCount":101},"InteractionCounter",{"@type":100},"ViewAction",9,{"@type":103,"mainEntity":104},"FAQPage",[105,111,115],{"name":106,"@type":107,"acceptedAnswer":108},"What problem does the paper address in multi-agent development?","Question",{"text":109,"@type":110},"It addresses the lack of efficient methodologies and tool support for developing self-organization multi-agent systems, despite progress in MAS theories and platforms.","Answer",{"name":112,"@type":107,"acceptedAnswer":113},"How does VAStudio support self-organization in MAS?",{"text":114,"@type":110},"VAStudio provides a visual development environment with a multi-dimensional hierarchical structure, ontology-based interaction consistency, and policy-based control of dynamic load across agents and components.",{"name":116,"@type":107,"acceptedAnswer":117},"What model dimensions does the paper propose for self-organization development support?",{"text":118,"@type":110},"The model uses three dimensions: the development process, the self-organization interface support (ontology, policy, protocol, plug-ins), and a self-organization coordination model.","https://schema.org",{"og:url":78,"og:type":121,"og:title":59,"og:site_name":91,"og:description":61},"article",{"robots":123,"canonical":78},"index,follow",{"doc_id":125,"site_id":56},240438,1791722192,{"code":4,"msg":5,"data":128},{"doc_id":125,"user_id":129,"nickname":88,"user_avatar":130,"doc_module":9,"category_id":8,"category_name":11,"doc_title":59,"doc_description":61,"doc_content":131,"file_id":132,"file_url":133,"file_type":134,"file_size":135,"view_count":101,"is_deleted":4,"is_public":9,"is_downloadable":9,"audit_status":9,"page_count":47,"language":136,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":137,"faqs":138,"seo_title":139,"seo_description":61,"update_tm":140,"read_time":73},687197207639,"https://ap-avatar.wpscdn.com/davatar_a8503ba1806abce46bf441b54a3ca4cd","A Multi-agent System Development Tool Support for Self-Organization  \nMaoguang Wang1,2,Lirong Qiu 2, Fen Lin 2, Zhongzhi Shi2  \n1School of Computer Science, China University of Mining and Technology, China 2Institute of Computing Technology, Chinese Academy of Sciences, China  \nSummary  \nThe theory of self-organization and adaptivity has grown out of a variety of disciplines, including thermodynamics, cybernetics and computer modeling. As modern computing environments become more open, pervasive and complex, self-organization is becoming more and more concerned in the multi-agent systems(MAS) . Self-organization can be defined as the spontaneous creation of a globally coherent pattern out of local interactions. Self-organizing systems not only regulate or adapt their behaviors to the changing environment but also adjust their own software structure. It requires both connections that integrate the parts into a whole and organize different subsystems to adapt to the changes. In this paper the VAStudio multi-agent development platform is expected to create flexible and self-organization MAS software. VAStudio adopts a hierarchical structure form the fine-grain behavior level, the medium agent level to large-grain society level. Also it adopts the ontology to ensure the interaction message consistency, use policy to control the dynamic load of agents, components, protocols and plug-ins so on. And we give an experiment to illustrate the VAStudio functions.  \nKey words:  \nMulti-agent system, self-organization, multi-dimensional hierarchical structure, ontology  \nIntroduction  \nMulti-agent technologies have been developed more than 20 years and the agent technology is considered to be a promising method to construct the scalable, robust, reusable high quality software system. Intelligent agent and multi-agent technologies provide a new pattern for developing the distributed, intelligent and pervasive systems. Though many relevant theories and platforms are provided by the academia and industry, it is still not easy to develop the agent system.  \nDue to the complexity of the network and distributed system applications, how to solve the complexity of the computer system management and deployment is becoming more and more concerned. In 2001 IBM releases a manifesto observing that the main obstacle to further progress in the IT industry is a looming software complexity crisis. Therefore IBM proposes the autonomic computing idea [1] to solve the software complexity crisis. In accordance with autonomic computing proposal, IT system should hold the capability to adjust itself without  \nneeding much manual intervention, namely, the system can execute autonomically and adapt itself to the changing environment. Also, with the multi-agent system is becoming more and more complex how to develop a selforganization system is getting more and more attention. Generally a self-organizing system not only regulates or adapts its behavior, it also creates its own organization. Organization is usually defined as structure with function. Structure means that a system’s components are arranged in a particular order. It requires both connections that integrate the parts into a whole and separations that differentiate subsystems to avoid interference. Function means that this structure fulfills a purpose [2] .  \nDespite the research done in the last years on the development of methodologies for designing MAS[3-8], there still lacks an efficient methodology suitable for the development of self-organization MAS. So far most agent development tools lack the self-organization support, which makes the user understand and develop a selforganization MAS difficult. Consequently we focus on the MAS development support for self-organization. Incorporating the AOSE(Agent Oriented Software Engineering) philosophy, we analyze the design model and agent architecture [7], a multi-dimensional and hierarchical model to support self-organization is designed and the tool VAStu","cbCaimzsQNT1VEIZ","https://ap.wps.com/l/cbCaimzsQNT1VEIZ","pdf",171556,"English","# Summary\n# Introduction\n# 2. Self-organization Development Support\n## Visual Agent Studio (VAStudio)\n## Multi-dimensional and hierarchical model\n## Hierarchical development structure","[{\"question\":\"What problem does the paper address in multi-agent development?\",\"answer\":\"It addresses the lack of efficient methodologies and tool support for developing self-organization multi-agent systems, despite progress in MAS theories and platforms.\"},{\"question\":\"How does VAStudio support self-organization in MAS?\",\"answer\":\"VAStudio provides a visual development environment with a multi-dimensional hierarchical structure, ontology-based interaction consistency, and policy-based control of dynamic load across agents and components.\"},{\"question\":\"What model dimensions does the paper propose for self-organization development support?\",\"answer\":\"The model uses three dimensions: the development process, the self-organization interface support (ontology, policy, protocol, plug-ins), and a self-organization coordination model.\"}]","A Multi-agent System Development Tool Support for Self-Organization | PDF",1789161480]