A Tabu Search-based algorithm for the integrated process and control system design
نویسندگان
چکیده
The problem of integrated process and control system design is discussed in this paper. We formulate the optimization problem as a mixed-integer nonlinear programming problem subject to differential-algebraic constraints. This class of problems is frequently non-convex and local optimization techniques usually fail to locate the global solution. Thus, we propose a global optimization algorithm based on the metaheuristic Tabu Search to solve the challenging problem. The ideas of the methodology are explained and on the basis of two case studies the performance of the approach is evaluated. The first benchmark problem is a Wastewater Treatment Plant model [1] for nitrogen removal and the second case study is the well-known Tennessee Eastman Process [9]. Numerical experiments with our solver indicate that we can achieve an improved performance in both cases. Additionally, our solver outperforms several other solvers which we also used to solve the two case studies.
منابع مشابه
The Design of the Best Heat Integrated Separation Systems Using Harmony Search Algorithm
The synthesis of heat integrated multi-component distillation systems is complex due to its huge search space for structural combination and optimization computation. To provide a systematic approach and tools for the synthesis design of distillation systems, a new method for modeling heat integrated columns is presented, and the operating cost objective function is minimized by improved harmon...
متن کاملA new memetic algorithm for mitigating tandem automated guided vehicle system partitioning problem
Automated Guided Vehicle System (AGVS) provides the flexibility and automation demanded by Flexible Manufacturing System (FMS). However, with the growing concern on responsible management of resource use, it is crucial to manage these vehicles in an efficient way in order reduces travel time and controls conflicts and congestions. This paper presents the development process of a new Memetic Alg...
متن کاملSolving the tandem AGV network design problem using tabu search: Cases of maximum workload and workload balance with fixed and non-fixed number of loops
A tandem AGV configuration connects all cells of a manufacturing area by means of non-overlapping, sin-gle-vehicle closed loops. Each loop has at least one additional P/D station, provided as an interface between adjacent loops. This study describes the development of three tabu search algorithms for the design of tandem AGV systems. The first algorithm was developed based on the basic definiti...
متن کاملTabu-KM: A Hybrid Clustering Algorithm Based on Tabu Search Approach
The clustering problem under the criterion of minimum sum of squares is a non-convex and non-linear program, which possesses many locally optimal values, resulting that its solution often falls into these trap and therefore cannot converge to global optima solution. In this paper, an efficient hybrid optimization algorithm is developed for solving this problem, called Tabu-KM. It gathers the ...
متن کاملA heuristic approach for multi-stage sequence-dependent group scheduling problems
We present several heuristic algorithms based on tabu search for solving the multi-stage sequence-dependent group scheduling (SDGS) problem by considering minimization of makespan as the criterion. As the problem is recognized to be strongly NP-hard, several meta (tabu) search-based solution algorithms are developed to efficiently solve industry-size problem instances. Also, two different initi...
متن کامل