Land use pattern;
Image classification;
Evidence-based waste policy;
Satellite imagery;
C & D waste;
IMPACT;
GENERATION;
MANAGEMENT;
D O I:
10.1016/j.indic.2024.100502
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The COVID-19 pandemic disrupted conventional municipal solid waste (MSW) management practices and affected waste generation rates. While MSW streams have been extensively studied and reported, the impact on construction and demolition (C&D) waste remains overlooked. This research develops an innovative analytical framework utilizing satellite imagery to quantify C&D waste disposal rates during COVID-19 restrictions in a mid-sized Canadian city. Supervised classification of Landsat-8 images is conducted to derive the settlement area over a period of 8.8 years (2014-2022). The C&D disposal rates and settlement area relationship is evaluated using regression analysis. Results reveal a 73.4% reduction in mean weekly C&D disposal in 2020 compared to pre-pandemic years, reflecting diminished construction activity. The settlement area exhibits a strong positive correlation (R-2 = 0.812) with per capita C&D disposal rate, providing spatial evidence of urbanization patterns affecting C&D waste generation. Among socioeconomic factors examined, the value of building permits issued most influences C&D quantities (R-2 = 0.934). The satellite imagery-based approach allows indirect estimation of disrupted C&D waste streams when on-site auditing is restricted during pandemics. The framework offers municipal authorities spatial decision support to formulate data-driven C&D waste management policies that are essential to smart cities and resilient to future public health emergencies.
机构:
Zhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R China
Inst Teknol Bandung, Dept Chem Engn, Bandung 40132, IndonesiaZhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R China
Hantoko, Dwi
Li, Xiaodong
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Inst Thermal Power Engn, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Peoples R ChinaZhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R China
Li, Xiaodong
Pariatamby, Agamuthu
论文数: 0引用数: 0
h-index: 0
机构:
Sunway Univ, Jeffrey Sachs Ctr Sustainable Dev, Darul Ehsan 47500, Selangor, MalaysiaZhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R China
Pariatamby, Agamuthu
Yoshikawa, Kunio
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Eco Environm Technol Co Ltd, Huzhou, Peoples R ChinaZhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R China
Yoshikawa, Kunio
Horttanainen, Mika
论文数: 0引用数: 0
h-index: 0
机构:
Lappeenranta Univ Technol, Dept Sustainabil Sci, Lappeenranta 3453850, FinlandZhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R China
Horttanainen, Mika
Yan, Mi
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R ChinaZhejiang Univ Technol, Inst Energy & Power Engn, Hangzhou 310014, Peoples R China
机构:
College of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
State Key Joint Laboratory of Environment Simulation and Pollution Control (SKLESPC), School of Environment, Tsinghua University, Beijing,100084, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Zhao, Hailong
Liu, Hanqiao
论文数: 0引用数: 0
h-index: 0
机构:
College of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Liu, Hanqiao
Wei, Guoxia
论文数: 0引用数: 0
h-index: 0
机构:
College of Science, Tianjin Chengjian University, Tianjin,300384, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Wei, Guoxia
Zhang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Leibniz Institute of Ecological Urban and Regional Development (IOER), Weberplatz 1, Dresden,01217, GermanyCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Zhang, Ning
Qiao, Haoyu
论文数: 0引用数: 0
h-index: 0
机构:
College of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Qiao, Haoyu
Gong, Yongyue
论文数: 0引用数: 0
h-index: 0
机构:
College of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Gong, Yongyue
Yu, Xiangnan
论文数: 0引用数: 0
h-index: 0
机构:
College of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Yu, Xiangnan
Zhou, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
Shandong Advanced Materials Industry Association, Jinan,250014, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
Zhou, Jianhua
Wu, Yuhang
论文数: 0引用数: 0
h-index: 0
机构:
Mathematical Modeling Innovation Lab, North China University of Science and Technology, Tangshan,063210, ChinaCollege of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin,300384, China
机构:
Tianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Tsinghua Univ, Sch Environm, State Key Joint Lab Environm Simulat & Pollut Con, Beijing 100084, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Zhao, Hailong
Liu, Hanqiao
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Liu, Hanqiao
Wei, Guoxia
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Chengjian Univ, Coll Sci, Tianjin 300384, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Wei, Guoxia
Zhang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Leibniz Inst Ecol Urban & Reg Dev IOER, Weberpl 1, D-01217 Dresden, GermanyTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Zhang, Ning
Qiao, Haoyu
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Qiao, Haoyu
Gong, Yongyue
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Gong, Yongyue
Yu, Xiangnan
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Yu, Xiangnan
Zhou, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
Shandong Adv Mat Ind Assoc, Jinan 250014, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China
Zhou, Jianhua
Wu, Yuhang
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Sci & Technol, Math Modeling Innovat Lab, Tangshan 063210, Peoples R ChinaTianjin Chengjian Univ, Coll Energy & Safety Engn, Tianjin 300384, Peoples R China