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Journal of Heuristics最新文献

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A matheuristic for the stochastic facility location problem 随机设施选址问题的数学模型
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-02-26 DOI: 10.1007/s10732-021-09468-y
Renata Turkeš, K. Sörensen, D. Cuervo
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引用次数: 13
Enhancing large neighbourhood search heuristics for Benders’ decomposition 增强Benders分解的大邻域搜索启发式算法
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-02-23 DOI: 10.1007/s10732-021-09467-z
Stephen J. Maher
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引用次数: 3
Reference point based evolutionary multi-objective optimization algorithms with convergence properties using KKTPM and ASF metrics 基于KKTPM和ASF度量的具有收敛性的基于参考点的进化多目标优化算法
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-02-19 DOI: 10.1007/s10732-021-09470-4
M. Abouhawwash, K. Deb
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引用次数: 11
Analysis of Bayesian Network Learning Techniques for a Hybrid Multi-objective Bayesian Estimation of Distribution Algorithm: a case study on MNK Landscape 混合多目标贝叶斯分布估计贝叶斯网络学习技术分析——以MNK景观为例
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-02-06 DOI: 10.1007/s10732-021-09469-x
M. Martins, Mohamed El Yafrani, M. Delgado, R. Lüders, Roberto Santana, H. Siqueira, H. G. Akcay, B. Ahiod
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引用次数: 9
Augmented intuition: a bridge between theory and practice 增强直觉:理论与实践之间的桥梁
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-01-31 DOI: 10.1007/s10732-020-09465-7
P. Moscato, Luke Mathieson, Mohammad Nazmul Haque
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引用次数: 0
Weighted proximity search 加权接近搜索
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-01-30 DOI: 10.1007/s10732-021-09466-0
Filipe Rodrigues, A. Agra, L. M. Hvattum, C. Requejo
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引用次数: 5
Anisotropic Q-learning and waiting estimation based real-time routing for automated guided vehicles at container terminals 基于各向异性q学习和等待估计的集装箱码头自动导引车实时路由
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-01-13 DOI: 10.1007/s10732-020-09463-9
Pengfei Zhou, Li Lin, Kap-Hwan Kim
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引用次数: 6
A max-conflicts based heuristic search for the stable marriage problem with ties and incomplete lists 基于最大冲突的不完全列表约束下稳定婚姻问题的启发式搜索
IF 2.7 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-01-06 DOI: 10.1007/s10732-020-09464-8
Hoang Huu Viet, Nguyen Thi Uyen, SeungGwan Lee, TaeChoong Chung, Le Hong Trang

In this paper, we propose a heuristic search algorithm based on maximum conflicts to find a weakly stable matching of maximum size for the stable marriage problem with ties and incomplete lists. The key idea of our approach is to define a heuristic function based on the information extracted from undominated blocking pairs from the men’s point of view. By choosing a man corresponding to the maximum value of the heuristic function, we aim to not only remove all the blocking pairs formed by the man but also reject as many blocking pairs as possible for an unstable matching from the women’s point of view to obtain a solution of the problem as quickly as possible. Experiments show that our algorithm is efficient in terms of both execution time and solution quality for solving the problem.

本文提出了一种基于最大冲突的启发式搜索算法,用于寻找带不完全链表的稳定婚姻问题的最大大小弱稳定匹配。我们的方法的关键思想是定义一个启发式函数,该函数基于从男性的角度从非支配阻塞对中提取的信息。通过选择启发式函数最大值所对应的男性,我们不仅要去除男性形成的所有阻塞对,而且要从女性的角度尽可能多地拒绝不稳定匹配的阻塞对,以尽快得到问题的解。实验表明,该算法在求解问题的执行时间和求解质量方面都是有效的。
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引用次数: 1
Dynamic pricing with demand disaggregation for hotel revenue management. 基于需求分解的酒店收益管理动态定价
IF 1.1 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-01-01 Epub Date: 2021-06-07 DOI: 10.1007/s10732-021-09480-2
Andrei M Bandalouski, Natalja G Egorova, Mikhail Y Kovalyov, Erwin Pesch, S Armagan Tarim

In this paper we present a novel approach to the dynamic pricing problem for hotel businesses. It includes disaggregation of the demand into several categories, forecasting, elastic demand simulation, and a mathematical programming model with concave quadratic objective function and linear constraints for dynamic price optimization. The approach is computationally efficient and easy to implement. In computer experiments with a hotel data set, the hotel revenue is increased by about 6% on average in comparison with the actual revenue gained in a past period, where the fixed price policy was employed, subject to an assumption that the demand can deviate from the suggested elastic model. The approach and the developed software can be a useful tool for small hotels recovering from the economic consequences of the COVID-19 pandemic.

本文提出了一种解决酒店企业动态定价问题的新方法。它包括需求分类、预测、弹性需求模拟和一个具有凹二次目标函数和线性约束的动态价格优化数学规划模型。该方法计算效率高,易于实现。在使用酒店数据集进行的计算机实验中,在假设需求可能偏离所建议的弹性模型的情况下,与采用固定价格政策的过去一段时间的实际收入相比,酒店收入平均增加了约6%。该方法和开发的软件可以成为小型酒店从COVID-19大流行的经济后果中恢复过来的有用工具。
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引用次数: 0
Heuristic-based allocation of supply constrained blood platelets in emerging economies. 新兴经济体中供应受限血小板的启发式分配
IF 1.1 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2021-01-01 Epub Date: 2021-04-28 DOI: 10.1007/s10732-021-09474-0
Fredrik Ødegaard, Sudipendra Nath Roy

Platelets are valuable, but highly perishable, blood components used in the treatment of, among others, viral dengue fever, blood-related illness, and post-chemotherapy following cancer. Given the short shelf-life of 3-5 days and a highly volatile supply and demand pattern, platelet inventory allocation is a challenging task. This is especially prevalent in emerging economies where demand variability is more pronounced due to neglected tropical diseases, and a perpetual shortage of supply. The consequences of which have given rise to an illegal 'red market'. Motivated by experience at a regional hospital in India, we investigate the problem of platelet allocation among three priority-differentiated demand streams. Specifically we consider a central hospital which, in addition to internal emergency and non-emergency requests, faces external demand from local clinics. We analyze the platelet allocation decision from a social planner's perspective and propose an allocation heuristic based on revenue management (RM) principles. The objective is to maximize total social benefit in a highly supply-constrained environment. Using data from the aforementioned Indian hospital as a case study, we conduct a numerical simulation and sensitivity analysis to evaluate the allocation heuristic. The performance of the RM-based policy is evaluated against the current sequential first come, first serve policy and two fixed proportion-based rationing policies. It is shown that the RM-based policy overall dominates, serves patients with the highest medical urgency better, and can curtail patients' need to procure platelets from commercial sources.

血小板是一种有价值但极易腐烂的血液成分,用于治疗病毒性登革热、血液相关疾病和癌症后化疗。鉴于血小板的保质期只有3-5天,且供需模式极不稳定,血小板库存分配是一项具有挑战性的任务。这在新兴经济体尤其普遍,因为由于被忽视的热带病和长期供应短缺,需求变化更为明显。其后果是产生了非法的“红色市场”。在印度一家地区医院的经验激励下,我们调查了血小板在三个优先级差异化需求流中的分配问题。具体来说,我们考虑一家中心医院,除了内部急诊和非急诊请求外,还面临当地诊所的外部需求。本文从社会规划者的角度对血小板分配决策进行了分析,提出了一种基于收益管理原理的血小板分配启发式算法。目标是在高度供应受限的环境中使社会总效益最大化。以上述印度医院的数据为例,我们进行了数值模拟和敏感性分析,以评估分配启发式。根据当前顺序的先到先服务策略和两个基于固定比例的配给策略来评估基于rm的策略的性能。研究表明,以rm为基础的政策总体上占主导地位,更好地为医疗紧急程度最高的患者提供服务,并可以减少患者从商业来源获取血小板的需求。
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引用次数: 0
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Journal of Heuristics
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