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Agent-based Approach for System Identification and Optimal Control of High Performance Buildings

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자료유형	E-Book
개인저자	Joe, Jaewan.
단체저자명	Purdue University. Civil Engineering.
서명/저자사항	Agent-based Approach for System Identification and Optimal Control of High Performance Buildings.
발행사항	[S.l.] : Purdue University., 2018
발행사항	Ann Arbor : ProQuest Dissertations & Theses, 2018
형태사항	111 p.
소장본 주기	School code: 0183.
ISBN	9780438328440
일반주기	Source: Dissertation Abstracts International, Volume: 80-01(E), Section: B. Adviser: Panagiota Karava.
요약	Commercial buildings have strong impacts on humans and the environment. They not only affect occupants' comfort, health, and well-being but also consume more than 19% of the total energy consumption in the US. High performance building designs c
요약	Despite of the advantages , there are still significant obstacles associated with the realization of MPC implementation in actual buildings. First of all, the process of generating a control-oriented building model, which is referred as system i
요약	As a first step, a multi-agent systems approach for data-driven grey-box building models is introduced. Each zone is divided into sub-systems, and a parameter set for each sub-system is first estimated individually, and then integrated into an i
요약	In the next step, a centralized MPC strategy is developed for zone thermal environment control in an occupied office space with radiant comfort delivery along with a chiller and boiler as HVAC sources. The MPC controller deploys an optimization
요약	In the final step, a distributed optimization algorithm, inspired by the Proximal Jacobian Alternating Direction Method of Multipliers, is introduced. It includes multiple MPCs run iteratively while exchanging control input information until the
요약	In summary, this thesis introduces a new agent-based approach for system identification and MPC, which is implemented and tested using an actual building as test-bed. The results show significantly improved performance compared to conventional s
일반주제명	Architectural engineering.
언어	영어
기본자료 저록	Dissertation Abstracts International80-01B(E). Dissertation Abstract International
대출바로가기	http://www.riss.kr/pdu/ddodLink.do?id=T14999254