Transport Vehicle Demand Prediction Using Context-Aware Neural Networks
- Title
- Transport Vehicle Demand Prediction Using Context-Aware Neural Networks
- Creator
- Kunekar P.; Jadhav K.; Bhagwat A.; Kirar A.; Singh A.; Devesh S.; Bhat R.
- Description
- Transport is an important aspect of trade. The more efficient the transport system, the more trade will flourish. However, sometimes it is the case that vehicles are not available for transport. This necessitates a system which could be able to keep an eye on the demand of transport vehicles. If the demand is fulfilled properly, then trade will flourish in a much better way. Thus, this project aims to keep an eye on the demand of transport vehicles and fulfill it. The study used MLP and LSTM models to work. The project also shows a comparison between the gradual changes and improvements in MLP and LSTM and the type of data used. The study focus was to predict the demand accurately in an area. 2024 by the authors. Licensee MDPI, Basel, Switzerland.
- Source
- Engineering Proceedings, Vol-59, No. 1
- Date
- 2023-01-01
- Publisher
- Multidisciplinary Digital Publishing Institute (MDPI)
- Subject
- LSTM; machine learning; multilayer perceptron; transport vehicle detection
- Coverage
- Kunekar P., Department of Information Technology, Vishwakarma Institute of Technology, Maharashtra, Pune, 411037, India; Jadhav K., Department of Artificial Intelligence and Data Science, Vishwakarma Institute of Technology, Maharashtra, Pune, 411037, India; Bhagwat A., Department of Artificial Intelligence and Data Science, Vishwakarma Institute of Technology, Maharashtra, Pune, 411037, India; Kirar A., Department of Artificial Intelligence and Data Science, Vishwakarma Institute of Technology, Maharashtra, Pune, 411037, India; Singh A., Department of Artificial Intelligence and Data Science, Vishwakarma Institute of Technology, Maharashtra, Pune, 411037, India; Devesh S., Department of Business Management, Christ Yeshwantpur Campus (Deemed to be University), Karnataka, Bengaluru, 575073, India; Bhat R., Department of Mechatronics, Rajalakshmi Engineering College (REC), Thandalam, Tamilnadu, 602105, India
- Rights
- All Open Access; Hybrid Gold Open Access
- Relation
- ISSN: 26734591
- Format
- Online
- Language
- English
- Type
- Article
Collection
Citation
Kunekar P.; Jadhav K.; Bhagwat A.; Kirar A.; Singh A.; Devesh S.; Bhat R., “Transport Vehicle Demand Prediction Using Context-Aware Neural Networks,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 26, 2025, https://archives.christuniversity.in/items/show/14447.