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Sun X, Yin D, Qin F, Yu H, Lu W, Yao F, He Q, Huang X, Yan Z, Wang P, Deng C, Liu N, Yang Y, Liang W, Wang R, Wang C, Yokoya N, Hänsch R, Fu K. Revealing influencing factors on global waste distribution via deep-learning based dumpsite detection from satellite imagery. Nat Commun 2023; 14:1444. [PMID: 36922495 PMCID: PMC10015540 DOI: 10.1038/s41467-023-37136-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 03/01/2023] [Indexed: 03/17/2023] Open
Abstract
With the advancement of global civilisation, monitoring and managing dumpsites have become essential parts of environmental governance in various countries. Dumpsite locations are difficult to obtain in a timely manner by local government agencies and environmental groups. The World Bank shows that governments need to spend massive labour and economic costs to collect illegal dumpsites to implement management. Here we show that applying novel deep convolutional networks to high-resolution satellite images can provide an effective, efficient, and low-cost method to detect dumpsites. In sampled areas of 28 cities around the world, our model detects nearly 1000 dumpsites that appeared around 2021. This approach reduces the investigation time by more than 96.8% compared with the manual method. With this novel and powerful methodology, it is now capable of analysing the relationship between dumpsites and various social attributes on a global scale, temporally and spatially.
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Affiliation(s)
- Xian Sun
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China.
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China.
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China.
| | - Dongshuo Yin
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Fei Qin
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
| | - Hongfeng Yu
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Wanxuan Lu
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Fanglong Yao
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Qibin He
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Xingliang Huang
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Zhiyuan Yan
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Peijin Wang
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Chubo Deng
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Nayu Liu
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Yiran Yang
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Wei Liang
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China
| | - Ruiping Wang
- Institute of Computing Technology, Chinese Academy of Sciences, 100190, Beijing, China
| | - Cheng Wang
- Fujian Key Laboratory of Sensing and Computing for Smart Cities, School of Information Science and Engineering, Xiamen University, 361005, Xiamen, China
- Fujian Collaborative Innovation Center for Big Data Applications in Governments, 350003, Fuzhou, China
| | - Naoto Yokoya
- RIKEN Center for Advanced Intelligence Project, RIKEN, Tokyo, 103-0027, Japan
- Department of Complexity Science and Engineering, The University of Tokyo, Tokyo, 113-8654, Japan
| | - Ronny Hänsch
- German Aerospace Center (DLR), 82234, Weßling, Germany
| | - Kun Fu
- Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China.
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, 100190, Beijing, China.
- Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, 100190, Beijing, China.
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Tibihika PD, Okurut T, Lugumira JS, Akello C, Muganga G, Tumuhairwe JB, Nsereko M, Kiguli D, Mugambwa R. Characteristics of municipal fresh solid wastes from the selected large urban centres in Uganda: Implication for re-use and soil amendment strategies. JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION (1995) 2021; 71:923-933. [PMID: 33258727 DOI: 10.1080/10962247.2020.1854369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 10/24/2020] [Accepted: 10/27/2020] [Indexed: 06/12/2023]
Abstract
In Uganda, the municipal solid wastes are generally a menace to the environment, ranging from indiscriminate dumping, open burning, and landfills, which would be utilized to augment agricultural fields through organic manure. The National Environment Management Authority (NEMA) of Uganda, however from 2009 to 2012 initiated and implemented a Clean Development Mechanism project. This project was established and conducted in nine urban centers with the key objective of reducing methane and other environmental nuisances while generating compost manure. The in-coming fresh municipal wastes at composting facilities were sorted into six categories; i) wood and wood products, ii) food and food wastes, iii) textiles, iv) garden, yard and park wastes, v) paper and pulp, and vi) glass, plastics, and metals. These were laboratory analyzed based on standard procedures, characterized and investigated for the pH, total organic carbon (TOC), total nitrogen (TN), phosphorus (P), potassium (K), calcium (Ca), and magnesium (Mg) (g kg-1). Statistical analyses were performed based on One-Way ANOVA, implemented in the SPSS program. The results indicate that the municipal fresh solid wastes were mainly dominated by biodegradable organic matter; garden, yard, and park wastes (49%), food and food wastes (43.2%), and the other wastes falling below 5.4%. Overall, the pH was 7.7 ± 0.02, TOC 318.2 ± 2.90, TN 12.1 ± 0.10, C/N 26.7 ± 0.20, P 4.4 ± 0.04, K 35.0 ± 0.49, Ca 38.9 ± 0.51, and Mg 5.8 ± 0.09. The concentration of the fresh wastes and macro-nutrients varied per municipality and were congruent with the economic activities and population lifestyles. We detected the effect of season/month on the concentration of wastes which corresponded with the various agronomical activities. The results from this study suggest that the notion of composting is potentially a viable organic waste management strategy in the country which can ultimately generate sufficient organic manure for agricultural input and thus enhanced carbon sequestration.Implications: In this study, we characterized the in-coming fresh municipal solid wastes and investigated the pH, total organic carbon (TOC), total nitrogen (TN), phosphorus (P), potassium (K), calcium (Ca), and magnesium (Mg) (g kg-1). We found that the municipal fresh solid wastes were mainly dominated by biodegradable organic matter (>90%). The results from this study suggest the notion of composting to be potentially a viable organic waste management strategy in Uganda which can ultimately generate sufficient organic manure for agricultural input. This is typically vital for enhancing carbon sequestration towards minimizing greenhouse gas emissions.
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Affiliation(s)
- Papius Dias Tibihika
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
| | - Tom Okurut
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
| | - Jerome Sebadduka Lugumira
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
| | - Christine Akello
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
| | - George Muganga
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
| | - John Baptist Tumuhairwe
- Department of Agricultural Production, College of Agricultural and Environmental Sciences-Makerere University, Kampala, Uganda
| | - Mike Nsereko
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
| | - Dan Kiguli
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
| | - Richard Mugambwa
- Department of Policy, Planning and Information, National Environment Management Authority (NEMA), Kampala, Uganda
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