id |
caadria2024_384 |
authors |
Wen, Yi, Ye, Wei and Yu, Gang |
year |
2024 |
title |
A Hybrid Multi-objective Model for Multi-story Warehouse Design: A Case Study in Shenzhen |
source |
Nicole Gardner, Christiane M. Herr, Likai Wang, Hirano Toshiki, Sumbul Ahmad Khan (eds.), ACCELERATED DESIGN - Proceedings of the 29th CAADRIA Conference, Singapore, 20-26 April 2024, Volume 1, pp. 283–292 |
doi |
https://doi.org/10.52842/conf.caadria.2024.1.283
|
summary |
The thriving on-demand delivery economy and the increasing focus on addressing the global environmental crisis have spurred the need for efficient and sustainable logistics facilities in urban central areas. This paper delves into the optimization of multi-story logistics warehouse design in Shenzhen, China. Based on comprehensive investigations of existing multi-story warehouses in Shenzhen, the study proposes a hybrid computational model of integer programming and NSGA-II tailored for the generation and optimization of multi-story warehouse general layout design. The prototype, aimed at enhancing efficiency and sustainability, translates these concepts into attainable goals of optimizing land utilization, construction cost, and transportation distance. By addressing multi-objective challenges in the design process, the prototype's effectiveness is validated through a real-world case study. This paper seeks to offer a pragmatic approach to designing cost-effective and resilient multi-story logistics warehouses in the long term, applicable in both Shenzhen and other densely populated urban centers. The insights derived from this study may contribute to the ongoing discourse on optimizing logistics in dynamically evolving industrial landscapes. |
keywords |
logistics warehouse design, multi-story warehouse, generative design, multi-objective optimization, efficiency, sustainability, integer programming, NSGA-II |
series |
CAADRIA |
email |
|
full text |
file.pdf (1,020,447 bytes) |
references |
Content-type: text/plain
|
Aderneck, E. (2020)
From Horizontal to Vertical: Industrial Intensification Grows Up
, Development, Volumn 51, No.1(Spring 2020), 74
|
|
|
|
Buldeo Rai, H., Kang, S., Sakai, T., Tejada, C., Yuan, Q. (Jack), Conway, A., & Dablanc, L. (2022)
Proximity logistics: Characterizing the development of logistics facilities in dense, mixed-use urban areas around the world
, Transportation Research Part A: Policy and Practice, 166, 41-61. https://doi.org/10.1016/j.tra.2022.10.007
|
|
|
|
Coello Coello, C. A. (2006)
Evolutionary multi-objective optimization: A historical view of the field
, IEEE Computational Intelligence Magazine, 1(1), 28-36. https://doi.org/10.1109/MCI.2006.1597059
|
|
|
|
Colicchia, C., Marchet, G., Melacini, M., & Perotti, S. (2013)
Building environmental sustainability: Empirical evidence from Logistics Service Providers
, Journal of Cleaner Production, 59, 197-209. https://doi.org/10.1016/j.jclepro.2013.06.057
|
|
|
|
Giuliano, G., & Kang, S. (2018)
Spatial dynamics of the logistics industry: Evidence from California
, Journal of Transport Geography, 66, 248-258. https://doi.org/10.1016/j.jtrangeo.2017.11.013
|
|
|
|
Heitz, A., Dablanc, L., Olsson, J., Sanchez-Diaz, I., & Woxenius, J. (2020)
Spatial patterns of logistics facilities in Gothenburg, Sweden
, Journal of Transport Geography, 88, 102191. https://doi.org/10.1016/j.jtrangeo.2018.03.005
|
|
|
|
Hua, H., Hovestadt, L., Tang, P., & Li, B. (2019)
Integer programming for urban design
, European Journal of Operational Research, 274(3), 1125-1137. https://doi.org/10.1016/j.ejor.2018.10.055
|
|
|
|
Keatruangkamala, K., & Sinapiromsaran, K. (2005)
Optimizing Architectural Layout Design via Mixed Integer Programming
, B. Martens & A. Brown (Eds.), Computer Aided Architectural Design Futures 2005 (pp. 175-184). Springer Netherlands. https://doi.org/10.1007/1-4020-3698-1_16
|
|
|
|
Lim, H., & Park, M. (2020)
Modeling the Spatial Dimensions of Warehouse Rent Determinants: A Case Study of Seoul Metropolitan Area, South Korea
, Sustainability, 12(1), Article 1. https://doi.org/10.3390/su12010259
|
|
|
|
Lv, H., & Wang, T.-K. (2020)
Development of a Nonlinear Integer Optimization Model for Tenant Mix Layout in a Shopping Centre
, Advances in Civil Engineering, 2020, e2787351. https://doi.org/10.1155/2020/2787351
|
|
|
|
Ploos van Amstel, W., Balm, S., Tamis, M., Dieker, M., Smit, M., Nijhuis, W., & Englebert, T. (2021)
Go electric: Zero-emission service logistics in cities
, Hogeschool van Amsterdam
|
|
|
|
Sakai, T., Kawamura, K., & Hyodo, T. (2015)
Locational dynamics of logistics facilities: Evidence from Tokyo
, Journal of Transport Geography, 46, 10-19. https://doi.org/10.1016/j.jtrangeo.2015.05.003
|
|
|
|
Wang, R., Wang, Y., Gundersen, T., Wu, Y., Feng, X., & Liu, M. (2021)
A multi-objective optimization method for industrial park layout design: The trade-off between economy and safety
, Chemical Engineering Science, 235, 116471. https://doi.org/10.1016/j.ces.2021.116471
|
|
|
|
Wu, Z., Ran, K., Lv, H., & Wang, T.-K. (2023)
Generative design: Integrating rent and retail compatibility goals for automated tenant mix layout
, Journal of Building Engineering, 79, 107845. https://doi.org/10.1016/j.jobe.2023.107845
|
|
|
|
Xiao, Z., Yuan, Q., Sun, Y., & Sun, X. (2021)
New paradigm of logistics space reorganization: E-commerce, land use, and supply chain management
, Transportation Research Interdisciplinary Perspectives, 9, 100300. https://doi.org/10.1016/j.trip.2021.100300
|
|
|
|
Yuan, Q., & Zhu, J. (2019)
Logistics sprawl in Chinese metropolises: Evidence from Wuhan
, Journal of Transport Geography, 74, 242-252. https://doi.org/10.1016/j.jtrangeo.2018.11.019
|
|
|
|
Zhang, G. Q., & Lai, K. K. (2006)
Combining path relinking and genetic algorithms for the multiple-level warehouse layout problem
, European Journal of Operational Research, 169(2), 413-425. https://doi.org/10.1016/j.ejor.2004.08.007
|
|
|
|
Zhang, G. Q., Xue, J., & Lai, K. K. (2002)
A class of genetic algorithms for multiple-level warehouse layout problems
, International Journal of Production Research, 40(3), 731-744. https://doi.org/10.1080/00207540110093909
|
|
|
|
last changed |
2024/11/17 22:05 |
|