LDR | | 02796nmm uu200433 4500 |
001 | | 000000334232 |
005 | | 20240805175910 |
008 | | 181129s2018 |||||||||||||||||c||eng d |
020 | |
▼a 9780438328440 |
035 | |
▼a (MiAaPQ)AAI10829039 |
035 | |
▼a (MiAaPQ)purdue:22886 |
040 | |
▼a MiAaPQ
▼c MiAaPQ
▼d 248032 |
082 | 0 |
▼a 624 |
100 | 1 |
▼a Joe, Jaewan. |
245 | 10 |
▼a Agent-based Approach for System Identification and Optimal Control of High Performance Buildings. |
260 | |
▼a [S.l.] :
▼b Purdue University.,
▼c 2018 |
260 | 1 |
▼a Ann Arbor :
▼b ProQuest Dissertations & Theses,
▼c 2018 |
300 | |
▼a 111 p. |
500 | |
▼a Source: Dissertation Abstracts International, Volume: 80-01(E), Section: B. |
500 | |
▼a Adviser: Panagiota Karava. |
502 | 1 |
▼a Thesis (Ph.D.)--Purdue University, 2018. |
520 | |
▼a 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 |
520 | |
▼a 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 |
520 | |
▼a 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 |
520 | |
▼a 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 |
520 | |
▼a 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 |
520 | |
▼a 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 |
590 | |
▼a School code: 0183. |
650 | 4 |
▼a Architectural engineering. |
690 | |
▼a 0462 |
710 | 20 |
▼a Purdue University.
▼b Civil Engineering. |
773 | 0 |
▼t Dissertation Abstracts International
▼g 80-01B(E). |
773 | |
▼t Dissertation Abstract International |
790 | |
▼a 0183 |
791 | |
▼a Ph.D. |
792 | |
▼a 2018 |
793 | |
▼a English |
856 | 40 |
▼u http://www.riss.kr/pdu/ddodLink.do?id=T14999254
▼n KERIS |
980 | |
▼a 201812
▼f 2019 |
990 | |
▼a 관리자 |