Keyword: Uncertainty


Stochastic Model Predictive Energy Management in Hybrid Emission-Free Modern Maritime Vessels

Banaei, Mohsen; Boudjadar, Jalil; Khooban, Mohammad Hassan

Increasing concerns related to fossil fuels have led to the introducing the concept of emission-free ships (EF-Ships) in marine industry. One of the well-known combinations of green energy resources in EF-Ships is the hybridization of fuel cells (FCs) with energy storage systems (ESSs) and cold-ironing (CI). Due to the high investment cost of FCs and ESSs, the aging factors of these resources should be considered in the energy management of EF-Ships. This article proposes a nonlinear model for optimal energy management of EF-Ships with hybrid FC/ESS/CI as energy resources considering the aging factors of the FCs and ESSs. Total operation costs and aging factors of FCs and ESSs are chosen as problem objectives. Moreover, a stochastic model predictive control method is adapted to the model to consider the uncertainties during the optimization horizon. The proposed model is applied to an actual case test system and the results are discussed.

IEEE Transactions on Industrial Informatics ( Volume: 17, Issue: 8, Aug. 2021) / 2021
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Uncertainty in Fleet Renewal: A Case from Maritime Transportation

Pantuso, Giovanni; Fagerholt, Kjetil; Wallace, Stein W.

This paper addresses the fleet renewal problem and particularly the treatment of uncertainty in the maritime case. A stochastic programming model for the maritime fleet renewal problem is presented. The main contribution is that of assessing whether or not better decisions can be achieved by using stochastic programming rather than employing a deterministic model and using average data. Elements increasing the relevance of uncertainty are also investigated. Tests performed on the case of Wallenius Wilhelmsen Logistics, a major liner shipping company, show that solutions to the model we present perform noticeably better than solutions obtained using average values.

Transportation Science, 50 (2) / 2015
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