Identifying Fishing Trip Behavior from Vessel Monitoring System (VMS) Data Using Machine Learning Models
Journal Title: International Journal of Current Science Research and Review - Year 2024, Vol 7, Issue 09
Abstract
Illegal fishing in Indonesian waters poses a serious challenge that requires innovative solutions. This research offers an advanced technological approach by applying the Hidden Markov Model (HMM) in Machine Learning to address this issue. Data from the Vessel Monitoring System (VMS) is utilized to efficiently identify fishing vessel activities. By involving a dataset that encompasses various vessel activities, this model can detect suspicious fishing practices in real-time. The research findings demonstrate that this model consistently identifies fishing vessel activities with a high level of accuracy. This study makes a significant contribution to efforts in preventing Illegal, Unreported, and Unregulated (IUU) Fishing and supports marine resource sustainability initiatives.
Authors and Affiliations
Kanda Mahendra, Tanty Oktavia,
Keywords
Related Articles
- EP ID EP744377
- DOI 10.47191/ijcsrr/V7-i9-14
- Views 42
- Downloads 1
Adoption and Adaptation of Generative Artificial Intelligence in Organizations: Actions for Efficient and Responsible Use in Interaction with Collaborators
The aim of this work was to determine the actions needed to adopt and adapt Generative Artificial Intelligence (GenAI) for efficient and responsible use in the organization, without affecting the contribution of the coll...
A Pattern and Incidence Study of Complications after Emergency Laparotomy
Background and Objectives: The study of emergency laparotomies are being carried out prospectively at the Department of General Surgery at a tertiary care facility affiliated with the Parul Institute of Medical Science a...
The Effect of Financial Knowledge and life style on Personal Finance Management of Students of Tertiary institutions in Anambra state, Nigeria
Students in tertiary institutions involve in daily use of finance for daily consumption budget. Consumptive and instant lifestyle frequently makes them spend their money for non important needs. Therefore, students need...
Sima Assaparang Atuwong: Tax Policy and Collection at the End of Coloniality in South Sulawesi
This article investigates the history of taxation in Indonesia with a particular focus on South Sulawesi. This research provides an in-depth understanding of the development of taxation from the imperial and colonial era...
The Nexus between Mediterranean Diet, Obesity and Climate Change
Obesity and climate change consist of two major problems which have severe economic, environmental, social and health impacts all over the world. Mediterranean diet used to be the traditional diet in Mediterranean region...