Benchmark dataset and instance generator for real-world three-dimensional bin packing problems

被引:4
|
作者
Osaba, Eneko [1 ]
Villar-Rodriguez, Esther [1 ]
Romero, Sebastian V. [1 ]
机构
[1] TECNALIA, Basque Res & Technol Alliance BRTA, Derio 48160, Spain
来源
DATA IN BRIEF | 2023年 / 49卷
关键词
Optimization; Bin packing problem; Quantum computing; Quantum annealer; Operations research;
D O I
10.1016/j.dib.2023.109309
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this article, a benchmark for real-world bin packing problems is proposed. This dataset consists of 12 instances of varying levels of complexity regarding size (with the number of packages ranging from 38 to 53) and user-defined requirements. In fact, several real-world-oriented restrictions were taken into account to build these instances: i) item and bin dimensions, ii) weight restrictions, iii) affinities among package categories iv) preferences for package ordering and v) load balancing. Besides the data, we also offer an own developed Python script for the dataset generation, coined Q4RealBPP-DataGen. The benchmark was initially proposed to evaluate the performance of quantum solvers. Therefore, the characteristics of this set of instances were designed according to the current limitations of quantum devices. Additionally, the dataset generator is included to allow the construction of general-purpose benchmarks. The data introduced in this article provides a baseline that will encourage quantum computing researchers to work on real-world bin packing problems. (c) 2023 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY-NC-ND license ( http://creativecommons.org/licenses/by-nc-nd/4.0/ )
引用
收藏
页数:10
相关论文
共 50 条
  • [31] New lower bounds for the three-dimensional orthogonal bin packing problem
    Liao, Chung-Shou
    Hsu, Chia-Hong
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2013, 225 (02) : 244 - 252
  • [32] A MIP-based slicing heuristic for three-dimensional bin packing
    Elhedhli, Samir
    Gzara, Fatma
    Yan, Yi Feng
    OPTIMIZATION LETTERS, 2017, 11 (08) : 1547 - 1563
  • [33] The Enslaved Dataset: A Real-world Complex Ontology Alignment Benchmark using Wikibase
    Zhou, Lu
    Shimizu, Cogan
    Hitzler, Pascal
    Sheill, Alicia M.
    Estrecha, Seila Gonzalez
    Foley, Catherine
    Tarr, Duncan
    Rehberger, Dean
    CIKM '20: PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT, 2020, : 3197 - 3204
  • [34] A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification
    Wang, Dequan
    Wang, Xiaosong
    Wang, Lilong
    Li, Mengzhang
    Da, Qian
    Liu, Xiaoqiang
    Gao, Xiangyu
    Shen, Jun
    He, Junjun
    Shen, Tian
    Duan, Qi
    Zhao, Jie
    Li, Kang
    Qiao, Yu
    Zhang, Shaoting
    SCIENTIFIC DATA, 2023, 10 (01)
  • [35] Real-World Video Deblurring: A Benchmark Dataset and an Efficient Recurrent Neural Network
    Zhihang Zhong
    Ye Gao
    Yinqiang Zheng
    Bo Zheng
    Imari Sato
    International Journal of Computer Vision, 2023, 131 : 284 - 301
  • [36] A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification
    Dequan Wang
    Xiaosong Wang
    Lilong Wang
    Mengzhang Li
    Qian Da
    Xiaoqiang Liu
    Xiangyu Gao
    Jun Shen
    Junjun He
    Tian Shen
    Qi Duan
    Jie Zhao
    Kang Li
    Yu Qiao
    Shaoting Zhang
    Scientific Data, 10
  • [37] Real-World Video Deblurring: A Benchmark Dataset and an Efficient Recurrent Neural Network
    Zhong, Zhihang
    Gao, Ye
    Zheng, Yinqiang
    Zheng, Bo
    Sato, Imari
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2023, 131 (01) : 284 - 301
  • [38] Two benchmark problems for three-dimensional, linear hydroelasticity
    Riggs, H. R.
    Niimi, K. M.
    Huang, L. L.
    JOURNAL OF OFFSHORE MECHANICS AND ARCTIC ENGINEERING-TRANSACTIONS OF THE ASME, 2007, 129 (03): : 149 - 157
  • [39] The three-dimensional bin packing problem: Robot-packable and orthogonal variants of packing problems (vol 53, pg 735, 2005)
    den Boef, E
    Korst, J
    Martello, S
    Pisinger, D
    Vigo, D
    OPERATIONS RESEARCH, 2005, 53 (04) : 735 - 736
  • [40] Two-layer heuristic for the three-dimensional bin design and packing problem
    Yang, Ying
    Wu, Zili
    Hao, Xiaodeng
    Liu, Huiqiang
    Qi, Mingyao
    ENGINEERING OPTIMIZATION, 2024, 56 (10) : 1601 - 1638