Revolutionizing Two-Dimensional Pattern Arrangement: Innovative Image Processing Approaches

被引:1
作者
Meng, Longhui [1 ]
Atli, Maen [2 ]
Mashood Khan, Aqib [3 ]
Alkahtani, Mohammed [4 ]
Anas Raza, Muhammad [1 ]
机构
[1] Nanjing Tech Univ, Sch Mech & Power Engn, Nanjing 211816, Peoples R China
[2] Arts & Metiers ParisTech, I-75013 Paris, France
[3] Nanjing Univ Aeronaut & Astronaut, Coll Mech & Elect Engn, Nanjing 210016, Peoples R China
[4] King Saud Univ, Coll Engn, Dept Ind Engn, POB 800, Riyadh 11421, Saudi Arabia
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Genetic algorithms; Strips; Substrates; Optimization; Metals; Image processing; Pattern analysis; Packing problem; genetic algorithm; 2-D cross-correlation; template matching; image processing; PACKING PROBLEMS; BIN PACKING; ROTATIONS; MODEL;
D O I
10.1109/ACCESS.2024.3447092
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The efficient arrangement of patterns on a substrate surface is of paramount importance across diverse domains, including manufacturing, design, nanotechnology, and printed electronics. This paper introduces three distinct strategies for pattern arrangement within the realm of two-dimensional cutting and packing challenges. Firstly, for irregular patterns, we have developed a modified genetic algorithm that effectively determines the spatial relationships between patterns, facilitating subsequent packing processes. Secondly, we present the "MaxiRectPack" method designed for rectangular patterns. This method utilizes partitioning techniques and a variety of orientation schemes to maximize pattern packing efficiency. Lastly, we propose a technique based on normalized 2-D cross-correlation for patterns of diverse shapes, allowing precise placement while accounting for variations in substrate and pattern energy. These methodologies are adaptable, catering to irregular, rectangular, and diverse pattern shapes, offering versatile solutions for pattern placement in the context of two-dimensional cutting and packing. With a strong emphasis on resource conservation and spatial efficiency, this research equips practitioners and researchers with practical tools for optimizing material utilization and pattern arrangement on substrates.
引用
收藏
页码:117812 / 117832
页数:21
相关论文
共 32 条
  • [1] Edge preserved image fusion based on multiscale toggle contrast operator
    Bai, Xiangzhi
    Zhou, Fugen
    Xue, Bindang
    [J]. IMAGE AND VISION COMPUTING, 2011, 29 (12) : 829 - 839
  • [2] Optimal clustering of a pair of irregular objects
    Bennell, J.
    Scheithauer, G.
    Stoyan, Y.
    Romanova, T.
    Pankratov, A.
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 2015, 61 (03) : 497 - 524
  • [3] Chemim N. C., 2021, Revista Gestao daProducao Operacaes e Sistemas, V16, P59, DOI [10.15675/gepros.v16i4.2806.6S.B., DOI 10.15675/GEPROS.V16I4.2806.6S.B]
  • [4] Optimality in nesting problems: New constraint programming models and a new global constraint for non-overlap
    Cherri, Luiz Henrique
    Carravilla, Maria Antonia
    Ribeiro, Cristina
    Bragion Toledo, Franklina Maria
    [J]. OPERATIONS RESEARCH PERSPECTIVES, 2019, 6
  • [5] BPPLIB: a library for bin packing and cutting stock problems
    Delorme, Maxence
    Iori, Manuel
    Martello, Silvano
    [J]. OPTIMIZATION LETTERS, 2018, 12 (02) : 235 - 250
  • [6] RETRACTED: Research on Interior Design and Space Layout Optimization Based on Multi-Intelligent Decision-Making (Retracted Article)
    Dong, Jian
    Ran, Meng
    [J]. JOURNAL OF SENSORS, 2022, 2022
  • [7] A comparative review of zero-waste fashion design thinking and operational research on cutting and packing optimisation
    ElShishtawy, Nesma
    Sinha, Pammi
    Bennell, Julia A.
    [J]. INTERNATIONAL JOURNAL OF FASHION DESIGN TECHNOLOGY AND EDUCATION, 2022, 15 (02) : 187 - 199
  • [8] A parallel multi-objective algorithm for two-dimensional bin packing with rotations and load balancing
    Fernandez, Antonio
    Gil, Consolacion
    Banos, Raul
    Montoya, Maria G.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (13) : 5169 - 5180
  • [9] Choosing Mutation and Crossover Ratios for Genetic Algorithms-A Review with a New Dynamic Approach
    Hassanat, Ahmad
    Almohammadi, Khalid
    Alkafaween, Esra'a
    Abunawas, Eman
    Hammouri, Awni
    Prasath, V. B. Surya
    [J]. INFORMATION, 2019, 10 (12)
  • [10] Greedy Adaptive Search: A New Approach for Large-Scale Irregular Packing Problems in the Fabric Industry
    Hu, Xiaoyin
    Li, Jianshu
    Cui, Jinchuan
    [J]. IEEE ACCESS, 2020, 8 : 91476 - 91487