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Mishra, Prakash Shankar (2023) Cloud based Smart Waste Management System Using Internet of Things (IoT) and Predictive Analysis. Masters thesis, Dublin, National College of Ireland.
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Abstract
One of the key elements that determines the health of an urban or rural area is waste management. For the authorities, keeping the environment neat and orderly in terms of waste management becomes a difficult effort. Intelligent monitoring of solid waste dust bins is used right away to address this problem and create a safe and secure environment. I have suggested a smart waste management system in this paper. The proposed smart bin model forecasts the status of the waste bins using the cloud, IoT, and machine learning. In this study, five machine learning time series models have been used, and a comparison analysis has been conducted. The best outcomes were obtained using the generalised additive model, which had an MAE 0.2407 and MSE 1.9399 which shows the forecasting values have fewer deviations when compared to the actual values. In this research, I was able to Forecasting the waste bin fill level with a significant accuracy.
| Item Type: | Thesis (Masters) |
|---|---|
| Supervisors: | Name Email Heeney, Sean UNSPECIFIED |
| Subjects: | Q Science > QA Mathematics > Electronic computers. Computer science T Technology > T Technology (General) > Information Technology > Electronic computers. Computer science T Technology > TD Environmental technology. Sanitary engineering T Technology > T Technology (General) > Information Technology > Cloud computing T Technology > TK Electrical engineering. Electronics. Nuclear engineering > Telecommunications > Computer networks > Internet of things |
| Divisions: | School of Computing > Master of Science in Cloud Computing |
| Depositing User: | Tamara Malone |
| Date Deposited: | 09 Oct 2024 18:18 |
| Last Modified: | 09 Oct 2024 18:18 |
| URI: | https://norma.ncirl.ie/id/eprint/7092 |
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