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020 ▼a 9780438383999
035 ▼a (MiAaPQ)AAI10845493
035 ▼a (MiAaPQ)colorado:15642
040 ▼a MiAaPQ ▼c MiAaPQ ▼d 248032
0491 ▼f DP
0820 ▼a 620
1001 ▼a Christopher, Jason D.
24510 ▼a Approximate Bayesian Computation for Parameter Estimation in Complex Thermal-fluid Systems.
260 ▼a [S.l.] : ▼b University of Colorado at Boulder., ▼c 2018
260 1 ▼a Ann Arbor : ▼b ProQuest Dissertations & Theses, ▼c 2018
300 ▼a 178 p.
500 ▼a Source: Dissertation Abstracts International, Volume: 80-02(E), Section: B.
500 ▼a Advisers: Peter E. Hamlington
5021 ▼a Thesis (Ph.D.)--University of Colorado at Boulder, 2018.
520 ▼a A major challenge in computational fluid dynamics (CFD) simulations of real-world flows is the accurate assignment of boundary, initial, and geometric conditions, as well as fluid and material properties. Despite advances in experimental techniq
520 ▼a In this dissertation, the ABC approach is demonstrated for several engineering test cases to demonstrate its efficacy at determining unknown parameters in a wide variety of settings. As a simple initial case, the logistics equation is used to de
520 ▼a Moving on to industrial engineering applications, a three-dimensional turbulent buoyant jet with unknown temperature conditions is simulated using a Reynolds-averaged Navier Stokes (RANS) simulation. In this application, reference observations c
520 ▼a The ultimate application of ABC in this dissertation uses the technique to determine three-dimensional LES parameters based on comparisons with experimental observations. The experimental temperature data are obtained above an industrially-relev
520 ▼a These successes indicate that ABC can be extended to additional real-world engineering systems, even when only sparse observational data is available. Using ABC and reference data, one can accurately drive the selection of boundary conditions, a
590 ▼a School code: 0051.
650 4 ▼a Fluid mechanics.
650 4 ▼a Thermodynamics.
650 4 ▼a Statistics.
690 ▼a 0204
690 ▼a 0348
690 ▼a 0463
71020 ▼a University of Colorado at Boulder. ▼b Mechanical Engineering.
7730 ▼t Dissertation Abstracts International ▼g 80-02B(E).
773 ▼t Dissertation Abstract International
790 ▼a 0051
791 ▼a Ph.D.
792 ▼a 2018
793 ▼a English
85640 ▼u http://www.riss.kr/pdu/ddodLink.do?id=T15000064 ▼n KERIS
980 ▼a 201812 ▼f 2019
990 ▼a 관리자 ▼b 관리자