Markov Chain Analysis of Ship Energy Efficiency

Author:

Garbatov Yordan1ORCID,Yalamov Dimitar2,Georgiev Petar2ORCID

Affiliation:

1. Centre for Marine Technology and Ocean Engineering (CENTEC), Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal

2. Naval Architecture and Marine Engineering Department, Technical University of Varna, Studentska Str. 1, 9010 Varna, Bulgaria

Abstract

A formulation is presented for the assessment of the CO2 generated by ships in operation and their evolution with time, conditional on the current legislation using Markov chains. Any potential deep repair or retrofitting of the ship propulsion system or enhancement of route operational characteristics during the service life are not accounted for. The Markov transition matrix is defined based on the ship operations and CO2 history of A, B, C, D, and E carbon intensity indicator (CII) rates. The transition between different CII rate states in the survey data is used to estimate the probability of transition of the analysed ships between different CII grates. Distinct transition matrices employing the progressively tightened legislation of CII are employed and analysed. In addition, the transition matrices can be fed into risk-based models that take the CII rates as input for defining the most appropriate ship energy efficiency management plan.

Publisher

MDPI AG

Reference25 articles.

1. IMO (2012). Guidelines for Calculation of Reference Lines for use with the Energy Efficiency Design Index (EEDI) MEPC 215(63). Marine Environment Protection Agency (MEPC), International Maritime Organization Publishing.

2. (2021). Amendments to the Annex of the Protocol of 1997 to Amend the International Convention for the Prevention of Pollution from Ships, 1973, as Modified by the Protocol of 1978 Relating Thereto: 2021 Revised MARPOL Annex VI. 2021 (Standard No. MEPC.328(76)).

3. Risk-based retrofitting analysis employing the carbon intensity indicator;Garbatov;Ocean. Eng.,2023

4. (2022). 2022 Guidelines on Operational Carbon Intensity Indicators and the Calculation Methods (CII Guidelines, G1) (Standard No. MEPC.352(78)).

5. (2022). 2022 Guidelines on the Reference Lines for Use with Operational Carbon Intensity Indicators (CII Reference Lines Guidelines, G2) (Standard No. MEPC.353(78)).

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