Pub Date : 2023-01-01DOI: 10.1504/ijewm.2023.133596
Shilpa Sonawani, Kailas Patil, Prawit Chumchu
Air pollution is becoming a major concern these days considering the increased number of vehicles on roads and industrialisation. This is creating a higher impact on human health. To deal with pollution levels and control it in smart city environment, predicting pollution level at a higher accuracy is very important. This will help monitor air quality and take measures to prevent pollution occurrence and avoid its effect. The objective of this work is to propose a novel multi-headed CNN-GRU model which has a higher accuracy. This model is comprising of multiple convolutional neural network (CNN) models for capturing the features of multiple variables of air pollutant concentration data. Information is then concatenated and transferred to the gated recurrent unit (GRU) layers and then to dense layer for single output as a next hour pollution concentration prediction. The model gives the best performance when compared to other deep learning models.
{"title":"Multi-headed CNN-GRU model for particulate matter (PM2.5) concentration prediction in smart cities","authors":"Shilpa Sonawani, Kailas Patil, Prawit Chumchu","doi":"10.1504/ijewm.2023.133596","DOIUrl":"https://doi.org/10.1504/ijewm.2023.133596","url":null,"abstract":"Air pollution is becoming a major concern these days considering the increased number of vehicles on roads and industrialisation. This is creating a higher impact on human health. To deal with pollution levels and control it in smart city environment, predicting pollution level at a higher accuracy is very important. This will help monitor air quality and take measures to prevent pollution occurrence and avoid its effect. The objective of this work is to propose a novel multi-headed CNN-GRU model which has a higher accuracy. This model is comprising of multiple convolutional neural network (CNN) models for capturing the features of multiple variables of air pollutant concentration data. Information is then concatenated and transferred to the gated recurrent unit (GRU) layers and then to dense layer for single output as a next hour pollution concentration prediction. The model gives the best performance when compared to other deep learning models.","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135749291","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijewm.2022.10033394
E. M. A. Becheleni, E. Peters, R. P. Borba, S. Rocha
{"title":"Removal of mineral scaling precursors from electrodialysis concentrate by alkaline precipitation","authors":"E. M. A. Becheleni, E. Peters, R. P. Borba, S. Rocha","doi":"10.1504/ijewm.2022.10033394","DOIUrl":"https://doi.org/10.1504/ijewm.2022.10033394","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"104 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77369315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijewm.2023.10057512
Sheharyaar Farid, M. Ahmad, M. A. Aslam, Safeerul Islam Hashmi
{"title":"Awareness, disposal behaviours, willingness, and inflow of electronic waste in Faisalabad, Pakistan","authors":"Sheharyaar Farid, M. Ahmad, M. A. Aslam, Safeerul Islam Hashmi","doi":"10.1504/ijewm.2023.10057512","DOIUrl":"https://doi.org/10.1504/ijewm.2023.10057512","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"38 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82193691","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijewm.2023.10055301
M.S. Atchuth Prasad, M. Srinivasa Rao, V. RamBabu, G. Sharma
{"title":"Process capability study of domestic organic waste composting process a pilot scale case study in rural India","authors":"M.S. Atchuth Prasad, M. Srinivasa Rao, V. RamBabu, G. Sharma","doi":"10.1504/ijewm.2023.10055301","DOIUrl":"https://doi.org/10.1504/ijewm.2023.10055301","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"86 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83975907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/IJEWM.2022.10035108
Barun Harichandan, R. Venugopal
{"title":"Effect of design parameters of magnetic separator on recovery of metal values from slag waste","authors":"Barun Harichandan, R. Venugopal","doi":"10.1504/IJEWM.2022.10035108","DOIUrl":"https://doi.org/10.1504/IJEWM.2022.10035108","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"43 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81941978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijewm.2023.10055302
A. Shanbhag, Viren Chandanshive
{"title":"Application of artificial neural network in environmental engineering a state-of-the-art review","authors":"A. Shanbhag, Viren Chandanshive","doi":"10.1504/ijewm.2023.10055302","DOIUrl":"https://doi.org/10.1504/ijewm.2023.10055302","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"40 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80537524","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/IJEWM.2022.10035950
E. Monteiro, J. Macedo, G. Filippelli, Sérgio Peres Ramos da Silva, Juliana Ferreira Bezerra Mocock, Thayse Dayse Delmiro, E. Rabbani, A. S. Cardoso
{"title":"Mollusk shell waste: alternatives for reuse in construction","authors":"E. Monteiro, J. Macedo, G. Filippelli, Sérgio Peres Ramos da Silva, Juliana Ferreira Bezerra Mocock, Thayse Dayse Delmiro, E. Rabbani, A. S. Cardoso","doi":"10.1504/IJEWM.2022.10035950","DOIUrl":"https://doi.org/10.1504/IJEWM.2022.10035950","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"34 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88013260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijewm.2023.10055957
Sorabh Singhal
{"title":"Use of municipal solid waste in co-processing in cement kilns in India - a review","authors":"Sorabh Singhal","doi":"10.1504/ijewm.2023.10055957","DOIUrl":"https://doi.org/10.1504/ijewm.2023.10055957","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"6 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88206273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/IJEWM.2022.10036548
R. Yadav, D. Gupta, Prakashkumar Limbachiya, Fenil Tamakuwala
{"title":"Recycling of mobile phones in India: challenges and barrier for the industries","authors":"R. Yadav, D. Gupta, Prakashkumar Limbachiya, Fenil Tamakuwala","doi":"10.1504/IJEWM.2022.10036548","DOIUrl":"https://doi.org/10.1504/IJEWM.2022.10036548","url":null,"abstract":"","PeriodicalId":14047,"journal":{"name":"International Journal of Environment and Waste Management","volume":"35 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74166657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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