预测印度东部一个非工业地区的有机废物和生物甲烷产生潜力:可持续能源和废物管理的数据驱动方法

IF 3.9
Anudeb Ghosh , Debasis Maji , Shireen Roy , Saradashree Pal , Aman Basu , Richik GhoshThakur , Srinivasan Balachandran
{"title":"预测印度东部一个非工业地区的有机废物和生物甲烷产生潜力:可持续能源和废物管理的数据驱动方法","authors":"Anudeb Ghosh ,&nbsp;Debasis Maji ,&nbsp;Shireen Roy ,&nbsp;Saradashree Pal ,&nbsp;Aman Basu ,&nbsp;Richik GhoshThakur ,&nbsp;Srinivasan Balachandran","doi":"10.1016/j.clwas.2025.100378","DOIUrl":null,"url":null,"abstract":"<div><div>Waste management is a critical indicator, affecting public health, sanitation, and environmental sustainability, which can improve living standards in disadvantaged communities. The main objective of the study is to estimate population growth and organic waste production and assess the methane production until 2051 in 6 municipalities of Birbhum district. Arithmetic and Geometric Progression were used for population predictions, and Auto Regressive Integrated Moving Average (ARIMA) and Long Short Term Memory (LSTM) models for methane estimation. This study found that Birbhum municipal solid waste (MSW) contains 57–64 % organic material from markets, kitchens, and gardens, varying by municipalities. Results show that Class II municipalities like Bolpur generates 21 Metric Tonnes (MT) of organic waste everyday (364.86 gm per capita in 2021). With a 40 % organic waste collection efficiency, Bolpur can generate 7.67 Gg of methane yearly, expected to increase to 57 Gg/year by 2051, equivalent to 76 hm³ /year of Liquid Petroleum Gas (LPG). By 2051, other municipalities—Sainthia, Rampurhat, Nalhati, Suri, and Dubrajpur—shows high biomethane potential and the predicted LPG-equivalent methane production is 13.82, 19.92, 24.52, 22.95, and 1.78 hm³ respectively. This methane potential is due to exponential population increase and rising per capita MSW generation rates of 548.55, 609, 404.07, 645.38, and 501.45 gm per capita per day (g.p.c.d.) for Sainthia, Rampurhat, Nalhati, Suri and Dubrajpur municipality respectively. The results indicate that Birbhum's organic waste have high Biomethane Potential (BMP), highlighting the need to enhance waste collection and management. Effectively using this resource can boost district socio-economic growth, cleaner energy production, and environmental sustainability.</div></div>","PeriodicalId":100256,"journal":{"name":"Cleaner Waste Systems","volume":"12 ","pages":"Article 100378"},"PeriodicalIF":3.9000,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Forecasting organic waste and biomethane generation potential of a non industrial district of Eastern India: A data-driven approach to sustainable energy and waste management\",\"authors\":\"Anudeb Ghosh ,&nbsp;Debasis Maji ,&nbsp;Shireen Roy ,&nbsp;Saradashree Pal ,&nbsp;Aman Basu ,&nbsp;Richik GhoshThakur ,&nbsp;Srinivasan Balachandran\",\"doi\":\"10.1016/j.clwas.2025.100378\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Waste management is a critical indicator, affecting public health, sanitation, and environmental sustainability, which can improve living standards in disadvantaged communities. The main objective of the study is to estimate population growth and organic waste production and assess the methane production until 2051 in 6 municipalities of Birbhum district. Arithmetic and Geometric Progression were used for population predictions, and Auto Regressive Integrated Moving Average (ARIMA) and Long Short Term Memory (LSTM) models for methane estimation. This study found that Birbhum municipal solid waste (MSW) contains 57–64 % organic material from markets, kitchens, and gardens, varying by municipalities. Results show that Class II municipalities like Bolpur generates 21 Metric Tonnes (MT) of organic waste everyday (364.86 gm per capita in 2021). With a 40 % organic waste collection efficiency, Bolpur can generate 7.67 Gg of methane yearly, expected to increase to 57 Gg/year by 2051, equivalent to 76 hm³ /year of Liquid Petroleum Gas (LPG). By 2051, other municipalities—Sainthia, Rampurhat, Nalhati, Suri, and Dubrajpur—shows high biomethane potential and the predicted LPG-equivalent methane production is 13.82, 19.92, 24.52, 22.95, and 1.78 hm³ respectively. This methane potential is due to exponential population increase and rising per capita MSW generation rates of 548.55, 609, 404.07, 645.38, and 501.45 gm per capita per day (g.p.c.d.) for Sainthia, Rampurhat, Nalhati, Suri and Dubrajpur municipality respectively. The results indicate that Birbhum's organic waste have high Biomethane Potential (BMP), highlighting the need to enhance waste collection and management. Effectively using this resource can boost district socio-economic growth, cleaner energy production, and environmental sustainability.</div></div>\",\"PeriodicalId\":100256,\"journal\":{\"name\":\"Cleaner Waste Systems\",\"volume\":\"12 \",\"pages\":\"Article 100378\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2025-07-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Cleaner Waste Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2772912525001769\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Cleaner Waste Systems","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2772912525001769","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

废物管理是一项关键指标,影响公共卫生、环境卫生和环境可持续性,从而提高处境不利社区的生活水平。该研究的主要目的是估计人口增长和有机废物的产生,并评估到2051年在Birbhum地区的6个城市的甲烷产量。人口预测采用算术和几何级数,甲烷估算采用自回归综合移动平均(ARIMA)和长短期记忆(LSTM)模型。这项研究发现,伯明翰城市固体废物(MSW)含有57-64 %来自市场,厨房和花园的有机材料,因城市而异。结果表明,像Bolpur这样的二级城市每天产生21公吨(MT)有机废物(2021年人均364.86 gm)。Bolpur的有机废物收集效率为40% %,每年可产生7.67 Gg的甲烷,预计到2051年将增加到57 Gg/年,相当于76 hm³ /年的液化石油气(LPG)。到2051年,其他城市——sainthia、Rampurhat、Nalhati、Suri和dubrajpur——显示出较高的生物甲烷潜力,预计液化石油气当量甲烷产量分别为13.82、19.92、24.52、22.95和1.78 hm³ 。这一甲烷潜力是由于人口指数增长和人均城市生活垃圾产生率的上升,分别为Sainthia, Rampurhat, Nalhati, Suri和Dubrajpur市的人均每天(g.p.c.d) 548.55, 609, 404.07, 645.38和501.45 gm。结果表明,birbham的有机废物具有很高的生物甲烷潜力(BMP),突出了加强废物收集和管理的必要性。有效利用这一资源可以促进地区社会经济增长、清洁能源生产和环境可持续性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Forecasting organic waste and biomethane generation potential of a non industrial district of Eastern India: A data-driven approach to sustainable energy and waste management
Waste management is a critical indicator, affecting public health, sanitation, and environmental sustainability, which can improve living standards in disadvantaged communities. The main objective of the study is to estimate population growth and organic waste production and assess the methane production until 2051 in 6 municipalities of Birbhum district. Arithmetic and Geometric Progression were used for population predictions, and Auto Regressive Integrated Moving Average (ARIMA) and Long Short Term Memory (LSTM) models for methane estimation. This study found that Birbhum municipal solid waste (MSW) contains 57–64 % organic material from markets, kitchens, and gardens, varying by municipalities. Results show that Class II municipalities like Bolpur generates 21 Metric Tonnes (MT) of organic waste everyday (364.86 gm per capita in 2021). With a 40 % organic waste collection efficiency, Bolpur can generate 7.67 Gg of methane yearly, expected to increase to 57 Gg/year by 2051, equivalent to 76 hm³ /year of Liquid Petroleum Gas (LPG). By 2051, other municipalities—Sainthia, Rampurhat, Nalhati, Suri, and Dubrajpur—shows high biomethane potential and the predicted LPG-equivalent methane production is 13.82, 19.92, 24.52, 22.95, and 1.78 hm³ respectively. This methane potential is due to exponential population increase and rising per capita MSW generation rates of 548.55, 609, 404.07, 645.38, and 501.45 gm per capita per day (g.p.c.d.) for Sainthia, Rampurhat, Nalhati, Suri and Dubrajpur municipality respectively. The results indicate that Birbhum's organic waste have high Biomethane Potential (BMP), highlighting the need to enhance waste collection and management. Effectively using this resource can boost district socio-economic growth, cleaner energy production, and environmental sustainability.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
2.60
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信