Energy-based segmentation methods for images with non-Gaussian noise by Jiatao Zhong, Shiyin Du, Canruo Shen, Yiting Chen, Min Gao, Medha Naidu, Xiaoping Shi, Yuejiao Fu

“…It can also automatically determine the optimal number of classifications. Furthermore, its iterative nature enables the detection and segmentation of small regions that other methods often fail to capture. …”
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Optimization of extraction process of honeysuckle, chrysanthemum and dandelion and preparation of compound rice wine by XIA Boyu, MAO Zhihai, LUO Yuhao, SUN Bolin, FANG Shangling, CHEN Maobin

“…The extraction process conditions of honeysuckle, chrysanthemum and dandelion were optimized by single factor tests and response surface tests, and the sensory quality, physicochemical indexes and flavor characteristics of honeysuckle, chrysanthemum and dandelion compound rice wine were analyzed by conventional detection methods and headspace solid-phase microextraction-gas chromatography-mass spectrometry (HS-SPME-GC-MS). …”
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Optimizing Secure and Efficient Data Aggregation in IoMT Using NSGA-II by Maria Zuraiz, Muhammad Javed, Nasim Abbas, Waseem Abbass, Waqas Nawaz, Ashfaq Hussain Farooqi

“…Unlike existing methods that treat objectives in isolation, the model simultaneously minimizes energy consumption, latency, security risks, and authentication overhead under real-world constraints (500 mJ energy, 200 ms latency, 0.9 Sybil detection rate, 0.95 data integrity). …”
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Color Dominance-Based Polynomial Optimization Segmentation for Identifying Tomato Leaves and Fruits by Juan Pablo Guerra Ibarra, Francisco Javier Cuevas de la Rosa, Alicia Linares Ramirez

“…Optimization processes or methods play an essential role in the continuous improvement of various human activities, particularly in agriculture, given its vital role in food production. …”
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Viable E. coli O157:H7 detection based on Föster resonance energy transfer (FRET) system using FITC and TRITC conjugates as molecular probes by Nasruddeen Al-Awwal, Samira Mahdi, Majed El-Dweik, Stephen H. Anderson, Tumen Wuliji

“…This study aims to develop and optimize a fast and sensitive biosensor for detecting Escherichia coli O157 using an advanced Förster Resonance Energy Transfer (FRET) technology. …”
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Deep Learning Algorithm for Optimized Sensor Data Fusion in Fault Diagnosis and Tolerance by M. Elhoseny, Deepak Dasaratha Rao, Bala Dhandayuthapani Veerasamy, Noha Alduaiji, J. Shreyas, Piyush Kumar Shukla

“…Through the use of the COOT connected blue monkey optimization (CCBMO) model, the weight of the optimally enhanced RPN is established. …”
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3D Deployment Optimization of Wireless Sensor Networks for Heterogeneous Functional Nodes by Zean Lu, Chengqun Wang, Peng Wang, Weiqiang Xu

“…While some existing optimization methods focus more on balancing network coverage, connectivity, and deployment costs, aligning them with practical needs compared to single-performance optimization schemes, they still tend to be overly idealized. …”
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Wavelet Transform-Based 3D Landscape Design and Optimization for Digital Cities by Yang Chen, Xiaolin Wang, Chang Zhang

“…Combining this method to design and optimize 3D landscapes in digital cities can improve the efficiency of landscape design.…”
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Optimizing skin cancer screening with convolutional neural networks in smart healthcare systems. by Ali Raza, Akhtar Ali, Sami Ullah, Yasir Nadeem Anjum, Basit Rehman

“…Algorithms applied in convolutional neural network (CNN) could lead to an enhanced speed of identifying and distinguishing a disease, which in turn leads to early detection and treatment. So as to eliminate these challenges, optimized CNN prediction models for cancer skin classification is studied in this researche. …”
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Optimizing epidemic prevention in nursing homes using clinical surveillance of respiratory infections by Philippe Gaspard, Martin Martinot

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PATH PLANNING AND OBSTACLE AVOIDANCE METHODS FOR AUTONOMOUS MOBILE ROBOTS by Ihor Berizka

“…Therefore, these are also important characteristics when selecting a method for a specific task and robot. The modification of the classical artificial potential field method using the Gaussian function to describe repulsive forces is an example of optimizing the method for systems with constrained resources. …”
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Multi-class fault diagnosis of BF based on global optimization LS-SVM by ZHANG Hai-gang, ZHANG Sen, YIN Yi-xin

“…Simulation results show that the proposed fault diagnosis method can not only improve the fault detection accurate rate, but also enhance the timeliness of the entire system.…”
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Identifying Optimal Wearable Devices for Monitoring Mobility in Hospitalized Older Adults: Feasibility, Acceptability, and Validity Study by Paulo Nascimento, Renata Kirkwood, Lauren E Griffith, Mylinh Duong, Cody Cooper, Yujiao Hao, Rong Zheng, Samir Raza, Marla Beauchamp

“…ObjectiveThis study aimed to identify the optimal wearable device and wear location for monitoring mobility in older hospitalized patients. …”
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Hyperparameter optimization of apple leaf dataset for the disease recognition based on the YOLOv8 by Yong-Suk Lee, Maheshkumar Prakash Patil, Jeong Gyu Kim, Yong Bae Seo, Dong-Hyun Ahn, Gun-Do Kim

“…Further hyperparameter optimization was conducted using the One-Factor-At-a-Time (OFAT) and Random Search (RS) methods. …”
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Towards a Dual Lateral Flow Nanobiosensor for Simultaneous Detection of Virus Genotype-Specific PCR Products by Dimitra K. Toubanaki, Evdokia Karagouni

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Hybrid Gradient Descent Grey Wolf Optimizer for Machine Learning Performance Enhancement by Sri Rossa Aisyah Puteri Baharie, Sugiyarto Surono, Aris Thobirin

“…This study aims to improve diabetes prediction performance using the Support Vector Machine (SVM) model optimized with the Hybrid Gradient Descent Gray Wolf Optimizer (HGD-GWO) method. …”
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Parametric optimization of the slot waveguide characteristics using a machine-learning approach by Yadvendra Singh, Suraj Jena, Harish Subbaraman

“…Thus, providing a useful ML methodology for efficient optimization of slot waveguide structures for future applications.…”
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Optimizing water management in greenhouse farming through an IoT-enabled monitoring system by Abdelrahman A. El-Sheshny, Amal M. Abdel-Hameed, M. A. Al-Rajhi, Hamed G. Ghanem, Taha M. Elzanaty, Mostafa H. Fayed

“…The present study aimed to optimize water use, monitor environmental factors, and improve crop yield. …”
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A novel Smishing defense approach based on meta-heuristic optimization algorithms by Mohammad Alshinwan, Osama A. Khashan, Zakwan Alarnaout, Salam Salameh Shreem, Ahmed Younes Shdefat, Nader Abdel Karim

“…Experimental findings show that the R-PDO approach enhances the accuracy of the SMS phishing detection system. With just an average of 87.4 characteristics, the suggested method in this article achieves the best accuracy at 99.25%. …”
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Classifying early-stage soybean fungal diseases on hyperspectral images using convolutional neural networks by Chieh Fu Hsiao, Georg Feyrer, Anthony Stein

“…On the other hand, the optimized CNN model shows a limited capability to detect both diseases when there are no visible symptoms observable. …”
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