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Constrained Optimization of a Batch Polymerization Process by Combining DoDE and DRSM Tools
Başlık:
Constrained Optimization of a Batch Polymerization Process by Combining DoDE and DRSM Tools
Yazar:
Bardooli, Ahmed, author.
ISBN:
9780438020214
Yazar Ek Girişi:
Fiziksel Tanımlama:
1 electronic resource (96 pages)
Genel Not:
Source: Masters Abstracts International, Volume: 57-06M(E).
Advisors: Christos Georgakis Committee members: Caleb McGruder; Matthew Panzer.
Özet:
This thesis study demonstrates one of the applications of Design of Dynamic Experiments (DoDE) and Dynamic Response Surface Model (DRSM) methodologies on the development of hybrid model based optimization. The optimization method seeks to improve existing process performance by simply running experiments, collecting data, and proposing a new set of experiments that optimize the process.
We compare the purely data-driven method, which uses only DoDE, we call it "Classic Approach", with the newly suggested hybrid approach. The Hybrid Approach uses our knowledge of the energy balance around the reactor to predict adiabatic temperature rise. Hence, the hybrid approach is superior to the classic approach in terms of the probability of avoiding process safety violations. It was possible to reduce the process safety violations by approximately 75%. Moreover, the final result is within 2.00% of the theoretical best batch time found using model-based optimization.
Notlar:
School code: 0234
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Yer Numarası | Demirbaş Numarası | Shelf Location | Lokasyon / Statüsü / İade Tarihi |
---|---|---|---|
XX(691382.1) | 691382-1001 | Proquest E-Tez Koleksiyonu | Arıyor... |
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