CAIE Accepted Paper (1).pdf (1.64 MB)
Composite particle algorithm for sustainable integrated dynamic ship routing and scheduling optimization
journal contribution
posted on 2023-06-09, 04:15 authored by Arijit De, Vamsee Krishna Reddy Mamanduru, Angappa Gunasekaran, Nachiappan SubramanianNachiappan Subramanian, Manoj Kumar TiwariShip routing and scheduling problem is considered to meet the demand for various products in multiple ports within the planning horizon. The ports have restricted operating time, so multiple time windows are taken into account. The problem addresses the operational measures such as speed optimisation and slow steaming for reducing carbon emission. A Mixed Integer Non-Linear Programming (MINLP) model is presented and it includes the issues pertaining to multiple time horizons, sustainability aspects and varying demand and supply at various ports. The formulation incorporates several real time constraints addressing the multiple time window, varying supply and demand, carbon emission, etc. that conceive a way to represent several complicating scenarios experienced in maritime transportation. Owing to the inherent complexity, such a problem is considered to be NP-Hard in nature and for solutions an effective meta-heuristics named Particle Swarm Optimization-Composite Particle (PSO-CP) is employed. Results obtained from PSO-CP are compared using PSO (Particle Swarm Optimization) and GA (Genetic Algorithm) to prove its superiority. Addition of sustainability constraints leads to a 4–10% variation in the total cost. Results suggest that the carbon emission, fuel cost and fuel consumption constraints can be comfortably added to the mathematical model for encapsulating the sustainability dimensions.
History
Publication status
- Published
File Version
- Accepted version
Journal
Computers & Industrial EngineeringISSN
0360-8352Publisher
ElsevierExternal DOI
Volume
96Page range
201-215Department affiliated with
- Business and Management Publications
Full text available
- Yes
Peer reviewed?
- Yes
Legacy Posted Date
2016-11-28First Open Access (FOA) Date
2016-11-29First Compliant Deposit (FCD) Date
2016-11-29Usage metrics
Categories
No categories selectedKeywords
Licence
Exports
RefWorks
BibTeX
Ref. manager
Endnote
DataCite
NLM
DC