Implementation of Whale Optimization for Budding Healthiness of Fishes with Preprocessing Approach

Author:

Kshirsagar Pravin R.1ORCID,Manaoharan Hariprasath2,Tirth Vineet3,Islam Saiful4,Srivastava Sandeep5,Sahni Varsha6,Thangamani M.7,Khanapurkar M. M.8,Sundramurthy Venkatesa Prabhu9ORCID

Affiliation:

1. Department of Artificial Intelligence, G.H. Raisoni College of Engineering, Nagpur, India

2. Department of Electronics and Communication Engineering, Audisankara College of Engineering and Technology, Gudur, Andhra Pradesh, India

3. Mechanical Engineering Department, College of Engineering, King Khalid University, Abha 61411, Asir, Saudi Arabia

4. Civil Engineering Department, College of Engineering, King Khalid University, Abha 61411, Asir, Saudi Arabia

5. MCA Department, GL BAJAJ Institute of Technology & Management, Greater Noida, India

6. Department of Computer Science and Engineering, CT Group of Institute (CTIEMT), Shahpur, I.K.Gujral Punjab Technical University, Jalandhar, Pin 144603, India

7. Department of Information Technology, Kongu Engineering College, Perundurai, Tamilnadu, India

8. G.H. Raisoni College of Engineering, Nagpur, India

9. Center of Excellence for Bioprocess and Biotechnology, Department of Chemical Engineering, College of Biological and Chemical Engineering, Addis Ababa Science and Technology University, Addis Ababa, Ethiopia

Abstract

This article examines distinctive techniques for monitoring the condition of fishes in underwater and also provides tranquil procedures after catching the fishes. Once the fishes are hooked, two different techniques that are explicitly designed for smoking and drying are implemented for saving the time of fish suppliers. Existing methods do not focus on the optimization algorithms for solving this issue. When considering the optimization problem, the solution is adequate for any number of inputs at time t. For this combined new flanged technique, a precise system model has been designed and incorporated with a set of rules using contention protocols. In addition, the designed system is also instigated with a whale optimization algorithm that is having sufficient capability to test the different parameters of assimilated sensing devices using different sensors. Further to test the effectiveness of the proposed method, an online monitoring system has been presented that can monitor and in turn provides the consequences using a simulation model for better understanding. Moreover, after examining the simulation results under three different scenarios, it has been observed that the proposed method provides an enhancement in real-time monitoring systems for an average of 78%.

Funder

King Khalid University

Publisher

Hindawi Limited

Subject

Health Informatics,Biomedical Engineering,Surgery,Biotechnology

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