AIMC Topic: Genetic Algorithms

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Artificial Neural Network - Multi-Objective Genetic Algorithm based optimization for the enhanced pigment accumulation in Synechocystis sp. PCC 6803.

BMC biotechnology Mar 15, 2025
BACKGROUND: Natural colorants produced by the cyanobacterium include carotenoids, chlorophyll a and phycocyanin. The current study used the Synechocystis sp. PCC 6803 to examine how abiotic stress conditions, such as low temperature as well as high l...
Neural Networks, Computer Phycocyanin Synechocystis Genetic Algorithms Chlorophyll Chlorophyll A Pigments, Biological Algorithms Carotenoids
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Bioactivity of Juglans regia kernel extracts optimized using response surface method and artificial neural Network-Genetic algorithm integration.

Scientific reports Mar 15, 2025
In this study, the biological activities of the extracts obtained under optimum extraction conditions of the kernel part of Juglans regia L. were determined. Two different methods, Response Surface Method (RSM) and Artificial Neural Network-Genetic A...
Cell Proliferation Phenols A549 Cells Antioxidants Juglans Tandem Mass Spectrometry Plant Extracts Butyrylcholinesterase Acetylcholinesterase Humans Genetic Algorithms Cholinesterase Inhibitors Neural Networks, Computer Algorithms
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Modeling and optimization of docosahexaenoic acid production by Schizochytrium sp. based on kinetic modeling and genetic algorithm optimized artificial neural network.

Bioresource technology Feb 22, 2025
Docosahexaenoic acid (DHA), an essential ω-3 polyunsaturated fatty acid, is efficiently biosynthesized by Schizochytrium sp., yet its bioprocess optimization remains constrained by dynamic interdependencies between cultivation parameters and metaboli...
Genetic Algorithms Docosahexaenoic Acids Stramenopiles Neural Networks, Computer Algorithms Kinetics Biomass Models, Biological Fermentation
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Improved genetic algorithm based on greedy and simulated annealing ideas for vascular robot ordering strategy.

PloS one Feb 20, 2025
This study presents a comprehensive approach for optimizing the acquisition, utilization, and maintenance of ABLVR vascular robots in healthcare settings. Medical robotics, particularly in vascular treatments, necessitates precise resource allocation...
Humans Vascular Surgical Procedures Genetic Algorithms Models, Theoretical Algorithms Robotics Computer Simulation Robotic Surgical Procedures
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Stress management with HRV following AI, semantic ontology, genetic algorithm and tree explainer.

Scientific reports Feb 17, 2025
Heart Rate Variability (HRV) serves as a vital marker of stress levels, with lower HRV indicating higher stress. It measures the variation in the time between heartbeats and offers insights into health. Artificial intelligence (AI) research aims to u...
Semantics Genetic Algorithms Machine Learning Algorithms Female Male Stress, Psychological Heart Rate Humans Artificial Intelligence
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Adaptive genetic algorithm based deep feature selector for cancer detection in lung histopathological images.

Scientific reports Feb 8, 2025
Cancer is a global health concern because of a significant mortality rate and a wide range of affected organs. Early detection and accurate classification of cancer types are crucial for effective treatment. Imaging tests on different image modalitie...
Humans Neural Networks, Computer Algorithms Lung Neoplasms Genetic Algorithms Lung Deep Learning Image Processing, Computer-Assisted
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An Intelligent Prediction Model for the Synthesis Conditions of Metal-Organic Frameworks Utilizing Artificial Neural Networks Enhanced by Genetic Algorithm Optimization.

Journal of chemical information and modeling Jan 19, 2025
In the field of emerging materials, metal-organic frameworks (MOFs) have gained prominence due to their unique porous structures, showing versatility in gas adsorption, storage, separation, and liquid processes. However, their decomposition, collapse...
Neural Networks, Computer Algorithms Metal-Organic Frameworks Genetic Algorithms
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An ensemble deep learning framework for energy demand forecasting using genetic algorithm-based feature selection.

PloS one Jan 15, 2025
Accurate energy demand forecasting is critical for efficient energy management and planning. Recent advancements in computing power and the availability of large datasets have fueled the development of machine learning models. However, selecting the ...
Humans Forecasting Algorithms Deep Learning Genetic Algorithms
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Predictive method for poultry carcass visceral dimensions using 3D point cloud and Genetic Algorithm-based wavelet neural network.

Poultry science Nov 6, 2024
In order to avoid damaging viscera during poultry evisceration and enhance the economic value of poultry products, this paper proposes a predictive method for poultry carcass visceral dimensions based on 3D point cloud and a Genetic Algorithm-based W...
Neural Networks, Computer Algorithms Animals Viscera Animal Husbandry Genetic Algorithms Imaging, Three-Dimensional Chickens
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Artificial neural networks (ANN)-genetic algorithm (GA) optimization on thermosonicated achocha juice: kinetic and thermodynamic perspectives of retained phytocompounds.

Preparative biochemistry & biotechnology Jul 12, 2024
The extraction of phytocompounds from Achocha () vegetable juice using traditional methods often results in suboptimal yields and efficiency. This study aimed to enhance the extraction process through the application of thermosonication (TS). To achi...
Flavonoids Thermodynamics Temperature Kinetics Phytochemicals Genetic Algorithms Antioxidants Neural Networks, Computer Fruit and Vegetable Juices Polyphenols Sonication Algorithms
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