Optimization of reactive distillation processes using differential evolution strategies

Asia-Pacific Journal of Chemical Engineering - Tập 2 Số 4 - Trang 322-335 - 2007
B. V. Babu1, M M Taqui Khan2
1Department of Chemical Engineering, Birla Institute of Technology and Science (BITS), Pilani, India
2Process Engineer (Design), ABB Lummus Heat Transfer B.V., Infinity Tower‐B, Second floor, DLF Phase‐II, Gurgaon, Haryana, India

Tóm tắt

AbstractMany problems of process synthesis and design in chemical engineering can be modeled as mixed integer nonlinear programming (MINLP) problems. They include both the continuous (floating point) and integer variables. A common feature of this class of mathematical problems is the potential existence of nonconvexities due to a particular form of the objective function and/or the set of constraints. Owing to their combinatorial nature, these problems are considered to be difficult to solve. In the present study, a model based on an extension of conventional distillation is proposed for the synthesis of ethylene glycol using the nonequilibrium reactive distillation. The proposed model is simulated using the relaxation and homotopy‐continuation methods. The differential evolution (DE) algorithm is applied to find the minimum total annualized cost of the nonequilibrium reactive distillation for the synthesis of ethylene glycol, which is a MINLP optimization problem.The optimization is performed with nonideal vapor–liquid equilibrium using ten strategies of DE, considering synthesis reaction on all trays. The results show that the optimized objective function values are better than those reported in the literature, and mostly independent of the number of trays and of the reaction distribution. It is shown that the proposed homotopy‐continuation method with DE strategy (DE/best/1/bin) is capable of providing optimized solutions which are close to the global optimum, and reveals its adequacy for the optimization of reactive distillation problems encountered in chemical engineering practice. Copyright © 2007 Curtin University of Technology and John Wiley & Sons, Ltd.

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Tài liệu tham khảo

10.1016/j.ces.2006.03.004

Babu BV, 2004, Process Plant Simulation

Babu BV, 2007, Advances in Computational Optimization and its Applications, 24

10.1016/S0098-1354(98)00277-4

10.1016/j.compchemeng.2004.11.010

10.1016/j.compchemeng.2005.12.020

10.1016/j.ces.2007.03.039

10.1016/j.ces.2005.02.073

10.1016/0098-1354(94)00068-Y

10.1016/S0009-2509(00)00119-6

10.1016/S0098-1354(97)00015-X

10.1016/0098-1354(88)85074-9

10.1002/aic.690400907

Doherty MF, 1992, Reactive distillation by design, Trans. Inst. Chem. Eng. Part A, 70, 448

Douglas JM, 1998, Conceptual design of chemical processes

10.1016/S0098-1354(98)00257-9

10.1007/978-3-540-39930-8

Price K, 1997, Differential evolution—a simple evolution strategy for fast optimization, Dr. Dobb's J., 22, 18and78

PriceK StornR. Homepage of Differential Evolution as in August 2007. Available athttp://www.ICSI.Berkeley.edu/∼storn/ code.html.

Reinboldt WC, 1983, A locally parameterized continuation process, ACM Trans. Math. Software, 9, 236

Storn R, 1995, Constrained Optimization, Dr. Dobb's J., 20, 119

10.1016/S0009-2509(05)80032-6

10.1016/0009-2509(96)00092-9

Venkataraman S, 1990, Reactive distillation using AspenPlus, Chem. Eng. Prog., 86, 45