Choose clean energy or green technology? Empirical evidence from global ships. (July 2021)
- Record Type:
- Journal Article
- Title:
- Choose clean energy or green technology? Empirical evidence from global ships. (July 2021)
- Main Title:
- Choose clean energy or green technology? Empirical evidence from global ships
- Authors:
- Bai, Xiwen
Hou, Yao
Yang, Dong - Abstract:
- Highlights: Empirically explore the factors that affect shipowners' energy choices. Apply various data mining methods and a threshold discrete choice model. Address the heterogeneity of the carriers towards environmental awareness. Provide important practical implications for responding to the new emissions regulations. Abstract: On January 1st, 2020, the International Maritime Organization (IMO) implemented a new regulation for a 0.50% global sulphur cap for marine fuels, which was a dramatic decrease from the previous emissions cap of 3.5%. The new regulation will have an enormous impact on the shipping market. At present, there are different feasible schemes for reducing sulphur emissions from ships. Shipowners need to consider the economic cost, energy feasibility, and other relevant factors of different schemes before making decisions. This paper empirically explores the factors that affect shipowners' energy choices. Based on the new emerging individual ship dynamic data, Automatic Identification System (AIS), and other relevant databases, we apply various data mining methods and a threshold discrete choice model combined with an oversampling technique to conduct quantitative measurements and statistical analyses of factors for each ship type that affect the shipowners' choices. Three groups of indicators, including ship characteristics, shipowner characteristics, and market conditions, are considered in our analysis. In the model, we also address the heterogeneity ofHighlights: Empirically explore the factors that affect shipowners' energy choices. Apply various data mining methods and a threshold discrete choice model. Address the heterogeneity of the carriers towards environmental awareness. Provide important practical implications for responding to the new emissions regulations. Abstract: On January 1st, 2020, the International Maritime Organization (IMO) implemented a new regulation for a 0.50% global sulphur cap for marine fuels, which was a dramatic decrease from the previous emissions cap of 3.5%. The new regulation will have an enormous impact on the shipping market. At present, there are different feasible schemes for reducing sulphur emissions from ships. Shipowners need to consider the economic cost, energy feasibility, and other relevant factors of different schemes before making decisions. This paper empirically explores the factors that affect shipowners' energy choices. Based on the new emerging individual ship dynamic data, Automatic Identification System (AIS), and other relevant databases, we apply various data mining methods and a threshold discrete choice model combined with an oversampling technique to conduct quantitative measurements and statistical analyses of factors for each ship type that affect the shipowners' choices. Three groups of indicators, including ship characteristics, shipowner characteristics, and market conditions, are considered in our analysis. In the model, we also address the heterogeneity of the carriers towards environmental awareness. This study provides important practical implications for responding to the new emissions regulations among maritime and maritime-related industries and policymakers. … (more)
- Is Part Of:
- Transportation research. Volume 151(2021)
- Journal:
- Transportation research
- Issue:
- Volume 151(2021)
- Issue Display:
- Volume 151, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 151
- Issue:
- 2021
- Issue Sort Value:
- 2021-0151-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-07
- Subjects:
- IMO emissions regulation -- Energy choice -- AIS data -- Policy formulation -- Ship behaviour
Logistics -- Periodicals
Transportation -- Periodicals
388.011 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13665545 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.tre.2021.102364 ↗
- Languages:
- English
- ISSNs:
- 1366-5545
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9026.274640
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British Library HMNTS - ELD Digital store - Ingest File:
- 17331.xml