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首页> 外文期刊>International Journal of Innovative Computing Information and Control >A HEURISTIC ALGORITHM BASED ON EXPECTATION EFFICIENCY FOR 0-1 KNAPSACK PROBLEM
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A HEURISTIC ALGORITHM BASED ON EXPECTATION EFFICIENCY FOR 0-1 KNAPSACK PROBLEM

机译:基于期望效率的0-1背包问题启发式算法

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摘要

0-1 Knapsack Problem (KP01) is a classical NP-hard problem and it playsan important role in real-world applications. In this paper, we propose a heuristic algorithmbased on Expectation Efficiency, Increasing rate of profit and Improved greedystrategy (EEli) to get approximate solution of KP01. (i) Some items are selected withgreedy strategy and put into knapsack, (ii) We propose expectation efficiency strategy andincreasing rate of profit strategy to determine which items are loaded into knapsack fromthe remaining items, (in) We limit the size of items to improve calculation efficiencyof expectation efficiency and increasing rate of profit, (iv) An improved greedy strategyis devised to solve the special KP01 from the perspective of variation coefficient. Thecomputational experiments are done by comparing EEII with (i) Greedy Approximate Algorithm(GAA) and (ii) Greedy Degree and Expectation Efficiency (GDEE) algorithm,and the results show that EEII has good performance to solve KP01.
机译:0-1背包问题(0-1背包问题)(KP01)是一个典型的NP难题,在实际应用中起着重要作用。本文提出了一种基于期望效率,利润率提高和改进贪婪策略(EEli)的启发式算法,以获得KP01的近似解。 (i)选择一些经过协商的策略并将其放入背包中;(ii)我们提出了预期效率策略和利润率提高策略,以确定从剩余项目中将哪些项目装入背包中;(in)我们限制了要改进的项目大小期望效率和利润率的计算效率;(iv)从变异系数的角度出发,设计了一种改进的贪心策略来求解特殊的KP01。通过将EEII与(i)贪婪近似算法(GAA)和(ii)贪婪度和期望效率(GDEE)算法进行比较,进行了计算实验,结果表明EEII具有很好的解决KP01的性能。

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