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Machine Learning in Aquaculture

Machine Learning in Aquaculture

Hunger Classification of Lates Calcarifer

by Mohd Azraai Mohd RazmanAnwar P. P. Abdul Majeed Rabiu Muazu Musa and others
Paperback
Publication Date: 04/01/2020

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1. Introduction

1.1 Fish hunger behaviour
1.2 Image processing parameters
1.3 Machine learning in fish behaviour

2.0 Monitoring and feeding integration of demand feeder systems

2.1 Overview
2.2 Fish monitoring setup
2.3 Fish Growth
2.4 Results and discussion

3. Image processing features extraction on fish behaviour

3.1 Overview
3.2 Data pre-processing
3.3 Clustering
3.4 Feature extraction and classification
3.5 Results and discussion

4. Time-series identification of fish feeding behaviour

4.1 Overview
4.2 Event identification
4.3 PCA based feature selection
4.4 Classification accuracy
4.5 Results and discussion

5. Hyperparameter tuning for hunger state classification

5.1 Overview
5.2 Optimization of Bayesian
5.3 Classification accuracy
5.4 Result and discussion


6.0 Concluding remarks

ISBN:
9789811522369
9789811522369
Category:
Zoology: Vertebrates
Format:
Paperback
Publication Date:
04-01-2020
Language:
English
Publisher:
Springer
Country of origin:
United States
Dimensions (mm):
235x155mm
Weight:
0.45kg

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