Binary whale optimization
WebAug 1, 2024 · Constraints (6) and (7) declare binary variables. 3. Whale Optimization Algorithm. The whale optimization algorithm (WOA) is inspired by the foraging behavior of humpback whales . The whales hunt the prey by swimming around them in a spiral way, emitting bubbles in a circle shape. In the WOA, there are two searching phases for … WebJan 1, 2024 · Binary whale optimization algorithm (BWOA) is a recently proposed metaheuristic optimization algorithm that has been efficiently applied in feature selection.
Binary whale optimization
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WebAbstract: To overcome the curse of dimensionality problem, a binary variant of the whale optimization algorithm (bWOA) with V-shaped is proposed. A hyperbolic tangent function is employed as a fitness function for mapping the continuous values to binary ones. Feature selection (FS) has attracted much attention in recent years and played a critical role in … WebAug 4, 2024 · The whale optimization algorithm (WOA) is a novel evolutionary algorithm inspired by the behavior of whales. Similar to other evolutionary algorithms, entrapment in local optima and slow convergence speed are two probable problems it encounters in solving challenging real applications. This paper presents a novel chaotic whale …
WebBinary-Whale-Optimization-Algorithm. Tawhid, M.A., Ibrahim, A.M. Feature selection based on rough set approach, wrapper approach, and binary whale optimization algorithm. Int. J. Mach. Learn. & Cyber. 11, … WebThe basics of the whale optimization algorithm and its binary version are covered in Section 4 and Section 5 respectively. In Section 6, the details of the numerical experiments and comparisons are developed. Finally, conclusions and possible future lines of research are discussed in Section 7. 2. Set Covering Problem
WebJan 10, 2024 · Whale Optimization Algorithm for Feature Selection. Application of Whale Optimization Algorithm (WOA) in the feature selection tasks. This toolbox offers a … WebDec 26, 2024 · The results show that BGWOPSO significantly outperformed the binary GWO (BGWO), the binary PSO, the binary genetic algorithm, and the whale optimization algorithm with simulated annealing when using several performance measures including accuracy, selecting the best optimal features, and the computational time.
WebOct 17, 2024 · In order to overcome this problem, two binary variants of the whale optimization algorithm (WOA) are proposed, called bWOA-S …
WebThe whale optimization algorithm (WOA) is an intelligence-based technique that simulates the hunting behaviour of humpback whales in nature. In this article, an adaptation of the original version of the WOA is made for handling binary optimization … flying machine casual shirts priceWebThis article presents a metaheuristic approach, the binary whale optimization algorithm (BWOA), to solve complex, constrained, non-convex, binary-nature profit-based unit … green marble mansion bathroomWebNov 24, 2024 · The binary whale optimization algorithm with the S-shaped (BWOA-S) variant of BWOA is used to search over the adaptive feature space to select the best features. The features with a value of 1 are considered appropriate, while those with a value of 0 are deemed inappropriate. Using this algorithm, the higher accuracy with a smaller … flying machine bicycle coWebThe whale optimization algorithm (WOA) is a prominent problem solver which is broadly applied to solve NP-hard problems such as feature selection. However, it and most of its variants suffer from low population diversity and poor search strategy. Introducing efficient strategies is highly demanded to mitigate these core drawbacks of WOA ... flying machine aviator sunglassesWebAug 31, 2024 · An Improved Binary Whale Optimization Algorithm (IBWOA) is then proposed in order to achieve a better dimension reduction on the premise of ensuring accuracy for feature selection of intrusion detection. In the experimental stage, multiple data sets in the UCI database for machine learning were used for verification by comparing … flying machine band 1969WebBINARY WHALE OPTIMIZATION ALGORITHM, ITS APPLICATION FOR SOLUTION OF POWER LOSS REDUCTION AND DEMAND SIDE MANAGEMENT If you are looking for … green marble metaphysical propertiesWebApr 26, 2024 · Python implementation of the Whale Optimization Algorithm. Description. Python implementation of the Whale Optimization Algorithm. Additional information can be found at the algorithm's webpage. Installation Dependancies. Python 3.6; SciPy 2.2.4; Running the code. python run.py will run the WOA with default arguments. flying machine black jeans