GRUBin: Time-Series Forecasting-Based Efficient Garbage Monitoring and Management System for Smart Cities

Abstract

The waste management of an evolving smart city environment is one of the most important tasks as the living conditions and health of the population depend on proper waste management. Currently deployed systems are failing to monitor the garbage production as they use IoT-based pipelines to monitor the production in a locality, but often the device is used to get destroyed by the frequent use of dustbin. This leads to an increase in expenditure and affects the sustainability of the system. In this work, we propose an efficient and scalable garbage monitoring and collection methodology based on time-series forecasting techniques. The proposed system is also cost-effective because of the iterative deployment of rented IoT sensors, which are used to collect time series format data and then used to train the forecasting module to learn the temporal representation of the data that can produce accurate results for monitoring the fill-up time of the garbage collector. We also propose an efficient collection in-routing technique based on the ranking of bin stations on the basis of temporal and spatial data of the fill-up time and route location to minimize the collection time by making an efficient routing algorithm for garbage collection. This concept of garbage collection will be very useful for smart city planners.

Neurotechnologies Applied to Society's Perception of Cyber-Physical Systems (CPS) in Smart Cities

“…Urban resource management: lighting, waste management and water supply Belsare et al, 2023;Mishra et al, 2022;Malik et al, 2023;Gupta et al, 2022…”

“…This is addressed through the use of IoT for waste monitoring, a network of wireless sensors for data communication, and discrete wave transformations, image processing, and machine learning for image categorization (Cvitić et al, 2021). Additionally, a route based on the classification of container stations is proposed, considering temporal and spatial data on filling times and route locations to minimize collection time through the creation of an efficient garbage collection algorithm (Mishra et al, 2022).…”

Retracted: GRUBin: Time‐Series Forecasting‐Based Efficient Garbage Monitoring and Management System for Smart Cities

“…This article has been retracted by Hindawi following an investigation undertaken by the publisher [ 1 ]. This investigation has uncovered evidence of one or more of the following indicators of systematic manipulation of the publication process: Discrepancies in scope Discrepancies in the description of the research reported Discrepancies between the availability of data and the research described Inappropriate citations Incoherent, meaningless and/or irrelevant content included in the article Peer-review manipulation …”

“…Tis article has been retracted by Hindawi following an investigation undertaken by the publisher [1]. Tis investigation has uncovered evidence of one or more of the following indicators of systematic manipulation of the publication process:…”