JOURNAL ARTICLE

Pareto-Optimization for Scheduling of Crude Oil Operations in Refinery via Genetic Algorithm

Yan HouNaiqi WuMengChu ZhouZhiwu Li

Year: 2015 Journal:   IEEE Transactions on Systems Man and Cybernetics Systems Vol: 47 (3)Pages: 517-530   Publisher: Institute of Electrical and Electronics Engineers

Abstract

With the interaction of discrete-event and continuous processes, it is challenging to schedule crude oil operations in a refinery. This paper studies the optimization problem of finding a detailed schedule to realize a given refining schedule. This is a multiobjective optimization problem with a combinatorial nature. Since the original problem cannot be directly solved by using heuristics and meta-heuristics, the problem is transformed into an assignment problem of charging tanks and distillers. Based on such a transformation, by analyzing the properties of the problem, this paper develops a chromosome that can describe a feasible schedule such that meta-heuristics can be applied. Then, it innovatively adopts an improved nondominated sorting genetic algorithm to solve the problem for the first time. An industrial case study is used to test the proposed solution method. The results show that the method makes a significant performance improvement and is applicable to real-life refinery scheduling problems.

Keywords:
Heuristics Computer science Oil refinery Refinery Scheduling (production processes) Mathematical optimization Sorting Genetic algorithm Job shop scheduling Multi-objective optimization Schedule Algorithm Engineering Mathematics

Metrics

245
Cited By
23.75
FWCI (Field Weighted Citation Impact)
53
Refs
1.00
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Process Optimization and Integration
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Control Systems Optimization
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering

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