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Agent-based Approach for System Identification and Optimal Control of High Performance Buildings
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| 자료유형 | 학위논문 |
|---|---|
| 서명/저자사항 | Agent-based Approach for System Identification and Optimal Control of High Performance Buildings. |
| 개인저자 | Joe, Jaewan. |
| 단체저자명 | Purdue University. Civil Engineering. |
| 발행사항 | [S.l.]: Purdue University., 2018. |
| 발행사항 | Ann Arbor: ProQuest Dissertations & Theses, 2018. |
| 형태사항 | 111 p. |
| 기본자료 저록 | Dissertation Abstracts International 80-01B(E). Dissertation Abstract International |
| ISBN | 9780438328440 |
| 학위논문주기 | Thesis (Ph.D.)--Purdue University, 2018. |
| 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 |
| 바로가기 | 
: 이 자료의 원문은 한국교육학술정보원에서 제공합니다. |
