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Approximate dynamic programming for automated vacuum waste collection systems
- Fernández, Cèsar, Manyà, Felip, Mateu, Carles, Sole-Mauri, Francina
- Environmental modelling & software 2015 v.67 pp. 128-137
- adenosine diphosphate, air, cities, computer software, cost effectiveness, dynamic programming, energy, environmental models, operating costs, pipes, urban planning, waste treatment, wastes
- The collection and treatment of waste poses a major challenge to modern urban planning, particularly to smart cities. To cope with this problem, a cost-effective alternative to conventional methods is the use of Automated Vacuum Waste Collection (AVWC) systems, using air suction on a closed network of underground pipes to transport waste from the drop off points scattered throughout the city to a central collection point. This paper describes and empirically evaluates a novel approach to defining daily operation plans for AVWC systems to improve quality of service, and reduce energy consumption, which represents about 60% of the total operation cost. We model a daily AVWC operation as a Markov decision process, and use Approximate Dynamic Programming techniques (ADP) to obtain optimal operation plans. The experiments, comparing our approach with the current approach implemented in some real-world AVWC systems, show that ADP techniques significantly improve the quality of AVWC operation plans.