Blockchain based solid waste classification with AI powered tracking and IoT integration
Abstract Smart waste management is vital for reducing environmental impact and improving quality of life in smart cities. This study presents an AI-driven waste classification model that integrates IoT and Blockchain technologies. IoT-connected bins transmit data to a central server, which uses bloc...
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| Format: | Article |
| Language: | English |
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Nature Portfolio
2025-04-01
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| Series: | Scientific Reports |
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| Online Access: | https://doi.org/10.1038/s41598-025-97030-2 |
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| author | Aliaa M. Alabdali |
| author_facet | Aliaa M. Alabdali |
| author_sort | Aliaa M. Alabdali |
| collection | DOAJ |
| description | Abstract Smart waste management is vital for reducing environmental impact and improving quality of life in smart cities. This study presents an AI-driven waste classification model that integrates IoT and Blockchain technologies. IoT-connected bins transmit data to a central server, which uses blockchain to ensure secure, transparent data storage. AI algorithms, including machine learning (ML) and deep learning (DL), classify waste in real-time, optimizing waste collection and recycling. Blockchain ensures data integrity, while ML and DL models enhance sorting efficiency. The system aims to improve waste management and sustainability through intelligent decision-making and secure data handling. Performance will be assessed using retrieval metrics and visualization tools to evaluate the impact of hybrid ML and DL models on waste detection and classification. |
| format | Article |
| id | doaj-art-19d1ec36069c40a9851618af656bae38 |
| institution | DOAJ |
| issn | 2045-2322 |
| language | English |
| publishDate | 2025-04-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Scientific Reports |
| spelling | doaj-art-19d1ec36069c40a9851618af656bae382025-08-20T02:55:21ZengNature PortfolioScientific Reports2045-23222025-04-0115111510.1038/s41598-025-97030-2Blockchain based solid waste classification with AI powered tracking and IoT integrationAliaa M. Alabdali0Department of Information Technology, Faculty of Computing and Information Technology, King Abdulaziz UniversityAbstract Smart waste management is vital for reducing environmental impact and improving quality of life in smart cities. This study presents an AI-driven waste classification model that integrates IoT and Blockchain technologies. IoT-connected bins transmit data to a central server, which uses blockchain to ensure secure, transparent data storage. AI algorithms, including machine learning (ML) and deep learning (DL), classify waste in real-time, optimizing waste collection and recycling. Blockchain ensures data integrity, while ML and DL models enhance sorting efficiency. The system aims to improve waste management and sustainability through intelligent decision-making and secure data handling. Performance will be assessed using retrieval metrics and visualization tools to evaluate the impact of hybrid ML and DL models on waste detection and classification.https://doi.org/10.1038/s41598-025-97030-2Smart applicationsSmart waste managementArtificial intelligentInternet of things |
| spellingShingle | Aliaa M. Alabdali Blockchain based solid waste classification with AI powered tracking and IoT integration Scientific Reports Smart applications Smart waste management Artificial intelligent Internet of things |
| title | Blockchain based solid waste classification with AI powered tracking and IoT integration |
| title_full | Blockchain based solid waste classification with AI powered tracking and IoT integration |
| title_fullStr | Blockchain based solid waste classification with AI powered tracking and IoT integration |
| title_full_unstemmed | Blockchain based solid waste classification with AI powered tracking and IoT integration |
| title_short | Blockchain based solid waste classification with AI powered tracking and IoT integration |
| title_sort | blockchain based solid waste classification with ai powered tracking and iot integration |
| topic | Smart applications Smart waste management Artificial intelligent Internet of things |
| url | https://doi.org/10.1038/s41598-025-97030-2 |
| work_keys_str_mv | AT aliaamalabdali blockchainbasedsolidwasteclassificationwithaipoweredtrackingandiotintegration |