环境卫生工程 ›› 2026, Vol. 34 ›› Issue (5): 12-11.doi: 10.19841/j.cnki.hjwsgc.2026.05.002

• 环境卫生系统自动化、智能化、智慧化管理 • 上一篇    下一篇

基于空间网格-位置分配模型耦合的北京市餐厨废弃油脂预处理设施布局优化研究

朱远超,贺 洁,胡昌夏,王晓燕,王 超   

  1. 1. 北京市城市管理研究院;2. 北京工业大学 经济与管理学院
  • 出版日期:2026-10-29 发布日期:2026-10-29

Layout Optimization of Waste Cooking Oil Pretreatment Facilities in Beijing Based on Coupled Spatial Gridding and Location-allocation Model

Zhu Yuanchao, He Jie, Hu Changxia, Wang Xiaoyan, Wang Chao   

  1. 1. Beijing Municipal Institute of City Management; 2. College of Economics and Management, Beijing University of Technology
  • Online:2026-10-29 Published:2026-10-29

摘要: 城市餐厨废弃油脂预处理设施的布局直接影响收运效率与运营成本,是打通“产、收、运、处、利”全链条的关键环节,也是实现资源循环的核心支撑。以北京市为研究对象,构建了集成空间网格化与网络位置分配的选址优化模型。首先将餐饮POI数据聚合至500 m×500 m规则网格,刻画需求空间异质性;其次基于实际路网数据构建以行驶时间为阻抗的道路网络数据集,并依据城市功能区划设定分区差异化服务时间阈值(中心城区30 min、平原新城45 min、生态涵养区60 min);最后,为平衡系统效率与服务公平,采用残余需求的P-中位模型(RPM)最小化总运输阻抗,并引入容量限制的最大化覆盖模型(CMCLM)在产能约束下最大化服务覆盖,进行多情景优化求解。结果表明,在容量约束下确定的16 min服务阈值下,现状3座保留设施仅能覆盖全市44.11%的需求,北部地区形成显著的服务缺口;跨模型稳健识别出昌平阿苏卫、朝阳、海淀3处高稳健性节点,与既有设施共同构成合理的收运网络骨架;新增设施的边际效益递减显著,2~3处为近期最优增量区间,新增3处可基本消除全域盲区。研究表明,分区差异化阈值与设施权重赋值有效兼顾了收运效率与空间公平,基于 ArcGIS的网格-网络耦合方法可在保障精度的同时大幅提升计算效率,为超大城市环境卫生设施的精细化布局提供可推广的决策工具。

关键词: 餐厨废弃油脂, 预处理设施, 选址优化, 空间网格化, 位置分配模型, 地理信息系统

Abstract: The layout of urban waste cooking oil (WCO) pretreatment facilities critically determines the efficiency of collection and transportation as well as operational costs. It is a key link in connecting the entire chain of “production, collection, transportation, treatment and utilization”, and also the core support for achieving resource recycling. Taking Beijing as a case study, a site selection optimization model integrating spatial gridding and network location allocation was constructed. Firstly, the catering Point-of-Interest (POI) data were aggregated into a 500 m×500 m regular grid to characterize the spatial heterogeneity of demand. Secondly, a road network dataset with travel time as impedance was constructed based on the actual road network data, and the differentiated service time thresholds (30 minutes in the central urban area, 45 minutes in the plain new towns, and 60 minutes in the ecological conservation area) were set according to the urban functional zones. Finally, to balance system efficiency and service equity, the residual-demand P-median model (RPM) was employed to minimize total transport impedance and a capacitated maximal covering location model (CMCLM) was introduced to maximize coverage under capacity constraints, to carry out multi-scenario optimization solution. The results revealed that the three existing facilities could cover only 44.11% of the city’s demand under the capacity-constrained service threshold of 16 minutes, exposing a significant service deficit in the northern region of Beijing. Three highly robust nodes of Changping Asuwei, Chaoyang and Haidian were consistently identified across both models, forming a rationalized collection network with the existing facilities. The marginal benefits of the newly added facilities exhibited diminishing returns, with two to three new facilities representing the optimal increment range in the near future, while with three new facilities could basically eliminate the blind spots throughout the region. The research showed that the differentiated threshold approach and the assignment of facility weights effectively balanced the transportation efficiency and spatial equity. The grid-network coupling method based on ArcGIS can significantly improve the computational efficiency while ensuring accuracy, providing a replicable decision-support for the refined layout of environmental sanitation facilities in megacities.

Key words: waste cooking oil, pretreatment facilities, location optimization, spatial gridding, location-allocation model, GIS

[1] 顾颖洁, 牛欢欢. “双碳”背景下上海市餐厨废弃油脂资源化利用现状及对策分析[J]. 环境卫生工程, 2025, 33(1): 124-129.
[2] 李剑颖, 任晓灵, 王晓燕, 赖金丽. 餐厨废弃油脂制生物柴油全生命周期碳排放分析研究[J]. 环境卫生工程, 2024, 32(5): 48-54.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!
版权所有 © 天津市城市管理研究中心
津ICP备2022007900号-1   津公网安备 12010302000952号   中央网信办违法和不良信息举报中心
地址:天津市河西区围堤道107号    邮政编码: 300201
电话: 022-28365069 传真: 022-28365080 E-mail: csglwyjs10@tj.gov.cn
本系统由北京玛格泰克科技发展有限公司设计开发