Dissertation Algorithms Tips For Developing Whale Optimization Algorithms - PhD Assistance

NOV 4, 2019

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DISSERTATION ALGORITHM TIPS FOR DEVELOPING WHALE OPTIMIZATION ALGORITHM (WOA) - WHERE AND HOW IT APPLY IN ENGINEERING AND MEDICAL APPLICATIONS?

Dissertation Algorithm Development Ideas from Existing Recent Research Gaps in Computer Science Engineering Domain

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SHORT NOTES

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You will find the best dissertation research areas / topics for future researchers enrolled in Engineering.

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The nature-inspired meta-heuristic optimization algorithm is the recent trend in Artificial Intelligence.

In order to identify the future research topics, we have reviewed the Engineering literature (recent peer-reviewed studies) on optimization process.

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The Whale Optimization Algorithm (WOA) is one of the nature-inspired meta-heuristic optimization algorithms WOA is used in engineering and medical applications to solve complex optimisation problems.

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WHALE OPTIMIZATION ALGORITHM (WOA) Nature-inspired meta-heuristic optimization algorithm called the WOA is analysed.

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Interesting facts about the humpback whale are that it is one of the world's largestmammals with great intelligence and emotions.

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Humpback whales are great predators and their hunting method is called bubble-netfeeding technique.

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Whale Optimization Algorithm was proposed based on the hunting behaviour ofthe humpback whales.

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Weight of the whale will be approximately 180 tons and it grows up to 30 meters.

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Contd...

WHALE OPTIMIZATION ALGORITHM (WOA)

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WOA was proposed based on the bubble-net hunting behaviour of the humpback whales.

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WOA is widely used in engineering applications and medical application. WOA is efficient algorithm; the key characters are, it is simple and easy to implement, gradient information is not required, local optima can be bypassed and used in a wide range of disciplinary challenges.

FLOW CHART - WOA

Start

Initialization of Search agent

Calculate Fitness Value

Update Whale Position

Apply boundary condition & return back whales that go beyond search limit

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No Is Termination criterion met?

Yes Display Results

Search agent is initialized.

Whale position is updated.

If the solution obtained then the result is displayed.

WORKING PROCEDURE – WOA

Then fitness is calculated.

If whale crosses the boundary, the boundary limit is set to return back

Else, loop continuously from the fitness calculation.

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WOA is one of the natureinspired heuristic optimization algorithms.

Based on the hunting behaviour of the humpback whale, the WOA is proposed.

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CONCLUSION It is used to solve different optimization problems in engineering and medical applications.

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WOA is used to find optimal solutions in highly complex constraints in reasonable time period.

PhD Assistance has vast experience in developing dissertation research topics for students pursuing the UK dissertation in computer science.

FUTURE SCOPE Using the WOA, brain tumour can be classified.

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Opinion leader detection Opinion in online social network using WOA.

For the community detection algorithm, the whale optimization algorithm is used. WOCDA: A whale optimization-based community detection algorithm.

Optimum position and size of the battery storage unit to minimize losses using WOA.

Classification of sentiments within online social media based on the theory of social impact using whale optimization algorithm.

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A guided population archive whale optimization algorithm for solving multiobjective optimization problems.

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A whale optimization algorithm is used to solve global optimization problems.

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Positioning of charging stations for electric vehicles with service ability using WOA.

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Dissertation Algorithms Tips For Developing Whale Optimization Algorithms - PhD Assistance

Published on Nov 7, 2019

PhD Assistance

Dissertation Algorithms Tips For Developing Whale Optimization Algorithms - PhD Assistance - http://bit.ly/2PRQ4u1 • You will find the best dissertation research areas / topics for future researchers enrolled in Engineering • In order to identify the future research topics, we have reviewed the Engineering literature (recent peer-reviewed studies) on optimization process. • The nature-inspired meta-heuristic optimization algorithm is the recent trend in Artificial Intelligence. Read More : http://www.phdassistance.com/industries/computer-science-information/ #WHALEOPTIMIZATIONALGORITHM #PhDAssistance #engineeringapplications For Any Queries : Website: www.phdassistance.com Phd Research Lab : www.research.phdassistance.com Email: info@phdassistance.com Phone : +91-4448137070 Contact Name Ganesh / Vinoth Kumar