Machine Learning in Aquaculture: Hunger Classification of Lates calcarifer - Brossura

Mohd Razman, Mohd Azraai; P. P. Abdul Majeed, Anwar; Muazu Musa, Rabiu

Brossura

ISBN 10: 9811522383 ISBN 13: 9789811522383

Casa editrice: Springer, 2020

Riassunto

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

Dettagli dell?edizione

• Editore: Springer
• Data di pubblicazione: 2020
• ISBN 10: 9811522383
• ISBN 13: 9789811522383
• Rilegatura: Paperback
• Lingua: Inglese
• Contatto del produttore: non disponibile