Optimization of ideal reactive distillation column using hybrid PSO algorithm
التصميم الأمثل لعملية صناعية باستخدام Hybrid PSO Algorithms
Hussain N. Al-Duwaish, Mohammed Mirza Amer Baig, Muhammad A. AL-Arfaj
كلية الهندسة-جامعة الملك فهد للبترول والمعادن · السعودية
الموضوعات
علوم تطبيقية وتكنولوجية
الملخص
-Optimization has developed into a prime field of engineering. Its applications can be widely seen in industrial as well as research sectors. Particle Swarm Optimization (PSO) is one of the various tools used in research and industry to maximize efficiency out of process or industry by optimization. PSO has gained much credit due to its simplicity and faster convergence compared to other evolutionary algorithms. However, there are certain limitations that need to be overcome like premature convergence and decreased acceleration when reaching the optimal solution. In this thesis, Hybrid-Integer Particle Swarm Optimization Algorithm is developed which can optimize mixed Integer problems with a very fast pace and sure convergence. An example of an industrial process is Reactive Distillation Column (RDC). It has modernized the petrochemical industry in the area of separation of products by the methods of distillation. Distillation requires higher temperature to be maintained in RDC, the burners that supply the necessary heat to maintain the temperature require constant supply of fuel. RDC exhibits non-linearity due to chemical reactions. The design of the RDC is a factor that determines the amount of fuel consumed. Thus optimization at design level will lead to optimal fuel consumption of process. The developed Hybrid-Integer PSO in this research is applied to find an optimal design for minimum fuel consumption and attain the same purity of separated products. It is noticed that the optimization leads to a process design with lesser fuel consumption and same product purity. The optimization algorithm is also tested for standard test problems and the results are compared to those cited.
روابط وملفات
التعريف والنوع
- رقم الوثيقة
- 01ebf480-a3a2-406d-ab51-bdef1a59b9e8
- رقم العقد
- 0
- نوع الوسائط
- Crawler
- نوع المحتوى
- الرسائل العلمية
- صيغة المصدر
- رسائل ماجيستير
- نوع الملف
- pdf text
- أسماء الملفات
- 850437_1.pdf
بيانات النشر
- ترجمة العنوان
- التصميم الأمثل لعملية صناعية باستخدام Hybrid PSO Algorithms
- ألقاب المؤلفين
- [{"name_ar":"Hussain N. Al-Duwaish","title_ar":"اشراف","title_en":"Supervision"},{"name_ar":"Mohammed Mirza Amer Baig","title_ar":"اعداد","title_en":"Preparation"},{"name_ar":"Muhammad A. AL-Arfaj","title_ar":"اشراف","title_en":"Supervision"}]
- اللغة
- English
المصدر والدورية
- اسم المصدر
- Optimization of ideal reactive distillation column using hybrid PSO algorithm
المحتوى والصفحات
- عدد الصفحات
- 0
- كلمات الباحثين
- Optimization, Particle Swarm Optimization, Hybrid-Integer problems, Reactive Distillation Column, Petrochemical industry, Fuel consumption, Product purity.
إشراف وإعداد
- الإشراف
- Hussain N. Al-Duwaish, Muhammad A. AL-Arfaj
- الإعداد
- Mohammed Mirza Amer Baig
الاقتباسات الببليوغرافية
APA
MLA