Optimizing anomaly detection models for edge IIoT with an enhanced firefly algorithm-based hyperparameter tuning strategy by Mohemmed Yousuf Rahamathulla, Mangayarkarasi Ramaiah

“…To show the superiority of the proposed method, several ML classifiers are trained using EFA optimized hyperparameters and compared against models customized via various conventional metaheuristic techniques. …”
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OPTIMIZATION OF NEURAL NETWORK CLASSIFIERS BY LEVERAGING THE SEQUENTIAL FEATURE ENGINEERING FOR ROBUST WATER QUALITY PREDICTION SYSTEM by Maheswara Rao V V R, Silpa N, Kranthi Addanki, Shiva Shankar Reddy, Ramachandra Rao Kurada, Pachipala Yellamma

“…Venturing into the new world of predictive modelling armed with four different neural network classifiers: Wide, Bilayer, Trilayer, and an Optimized Neural Network. …”
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Optimization and evaluation of textural properties of ultra-filtrated low-fat cheese containing galactomannan and Novagel gum by Sharmineh Sharafi, Leila Nateghi, Orang Eyvazzade, Maryam Ebrahimi Taj Abadi

“…Multiple optimization of the low-fat cheeses textural properties via Response Surface Method (RSM) software showed that the treatment containing 9 % (w/w) fat, 0.1 % (w/w) Novagel and 0.46% (w/w) galactomannan fulfils 84 % of desirable properties of a full fat cheese.…”
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Hull form optimization of fully parameterized small ships using characteristic curves and deep neural networks by Jin-Hyeok Kim, Myung-Il Roh, In-Chang Yeo

“…Consequently, this study demonstrates the effectiveness of the proposed method for deriving the optimal hull form for small ships.…”
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Effective Customization of Evolutionary Algorithm-Based Energy Management System Optimization for Improved Battery Management in Microgrids by Alessandro Niccolai, Silvia Trimarchi, Lisa Francesca Barbazza, Alessandro Gandelli, Riccardo Zich, Francesco Grimaccia, Sonia Leva

“…This method was compared with a standard scheduling approach, and an average improvement of 11.87% in fuel consumption was achieved. …”
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Electric load forecasting based on kernel extreme learning machine optimized by improved sparrow search algorithm by Diming Zhang, Yuchen Xu, Yuanjiang Li

“…Consequently, the proposed method offers more accurate forecasting, contributing to the safe and stable operation of power systems.…”
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A fuzzy irregular cellular automata-based method for the vertex colouring problem by Mostafa Kashani, Saeid Gorgin, Seyed Vahab Shojaedini

“…To evaluate the proposed method, various computer simulations have been conducted on a variety of graphs. …”
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Analysis of methods for assessing rock fracture resistance under dynamic load application by Linnik Yu.N., Linnik V.Yu.

“…The data on rock strength characteristics obtained using different test methods were compared with the assessment of rock resistance to impact fracture by the selected criterion. …”
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Efficiecy of modern treatment methods for locally advanced cancer of the external ear: review by A. M. Mudunov, E. G. Khazarova, Yu. V. Alymov

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Enhanced multivariate data fusion and optimized algorithm for comprehensive quality profiling and origin traceability of Chinese jujube by Peng Chen, Xiaoli Wang, Rao Fu, Xiaoyan Xiao, Yu Li, Tulin Lu, Tao Wang, Qiaosheng Guo, Peina Zhou, Chenghao Fei

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Zebra optimization algorithm incorporating opposition-based learning and dynamic elite-pooling strategies and its applications. by Tengfei Ma, Guangda Lu, Zhuanping Qin, Tinghang Guo, Zheng Li, Changli Zhao

“…Finally, OP-ZOA exhibits distinct advantages in optimizing the APF (artificial potential field) method to address local optimum convergence issues. …”
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Optimization of extraction process and antioxidant activity of total flavonoids from Aloe vera stir-fry products by ZENG Lingqin, GUO Jiangtao, LIU Jie, CHEN Zhengyuan, XU Jiahong

“…<b>Methods:</b> Single factor test and response surface method were used to optimize the extraction process, The content of total flavonoids in <i>Aloe vera</i> raw and fried products from different areas was determined by UV spectrophotometry,The antioxidant activity was studied by DPPH·, ABTS⁺·, ·OH and FRAP methods, the correlation between total flavonoids yield and antioxidant activity was analyzed by Pearson correlation. …”
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Research on the Method of Determining the Optimum Microtexture Parameters of Ballend Mill by YANG Shu-cai, MA Xu-qing, ZHANG Yu-hua, LIU Wei-wei, HE Chun-sheng

“…In order to study the influence of microtexture on the cutting performance of ballend milling, and to complete the optimization of micro texture parameters, the frictionreducing and wearresistant mechanism of microtexture ballend milling was studied based on the theory of adhesive friction The experimental method was used to verify the correlation The finite element software DEFORM3D was used to simulate the milling of different texture parameters, and the reasonable range of tool microtexture parameters was obtained According to the range of parameters obtained from the simulation, an orthogonal test was designed to optimize the optimal texture parameters of the ballend cutter to be D=50μm、H=25μm、L1=130μm、L2=110μm…”
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Optimized Time-domain Feature Extraction for Early Onset Diagnosis of Parkinson Disease From EEG Signals by Delshad Ghavami, Moein Radman, Ali Chaibakhsh

“…The intrinsic mode functions (IMFs) were subsequently derived using the empirical mode decomposition (EMD) technique. The second-order difference plot (SODP) method was applied to each IMF, and components with higher informational content were selected for feature extraction. …”
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Sentence Embedding Generation Framework Based on Kullback–Leibler Divergence Optimization and RoBERTa Knowledge Distillation by Jin Han, Liang Yang

“…To address these issues, this paper introduces two novel methods. First, a sentence embedding generation method based on Kullback–Leibler Divergence (KLD) optimization is proposed, which enhances semantic differentiation between sentence vectors, thereby improving the accuracy of textual similarity computation. …”
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Assessment of the Aging State for Transformer Oil-Barrier Insulation by Raman Spectroscopy and Optimized Support Vector Machine by Deliang Liu, Biao Lu, Wenping Wu, Wei Zhou, Wansu Liu, Yiye Sun, Shilong Wu, Guolong Shi, Leiming Yuan

“…The SVM parameters were optimized using grid search, particle swarm optimization (PSO), and genetic algorithm (GA), yielding the optimal parameters (C and gamma). …”
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Purification Optimization of Mung Bean Skin Polyphenols by Macroporous Adsorption Resin and Its in Vitro Hypoglycemic Activity by Ziyin WANG, Lujing XU, Kaiyang MA, Yifei LU, Ying LI, Jingxuan FU

“…To investigate the purification process and in vitro hypoglycemic activity of mung bean skin polyphenols (MBPs), MBPs were extracted using the ultrasonic-assisted extraction method in this study. The adsorption and desorption behaviors of MBPs on eight different types of macroporous adsorption resins were examined, and the optimal resin type was selected. …”
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Hybrid MPPT control using hybrid pelican optimization algorithm with perturb and observe for PV connected grid by Burhan U. Din Abdullah, Suman Lata Dhar, Shiva Pujan Jaiswal, Muhammad Majid Gulzar, Muhammad Majid Gulzar, Mohammad Alqahtani, Muhammad Khalid, Muhammad Khalid

“…While Artificial Intelligence (AI) and optimization techniques show promise, their implementation complexity and longer attainment times for Maximum Power Point (MPP) hinder widespread adoption.MethodThis paper proposes a hybrid MPPT technique that integrates the Pelican Optimization algorithm (POA) with the Perturb and Observe algorithm (P&amp;O) for a grid-connected photovoltaic system (PV). …”
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Optimization of fracturing parameters for horizontal wells in high-sulfur gas reservoirs considering the effect of sulfur deposition by Chang Sun, Zhongjun Zhao, Jinghong Hu, Yuan Zhang, Yidong Cai, Jun Lu

“…This work provides a useful economic method for fracture parameter optimization high-sulfur gas reservoirs, which benefits for the development and production of gas reservoirs.…”
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Two-stage robust optimization of hydrogen microgrid in plateau tourist cities —taking Yunnan Lijiang as an example by Ran Xu, Zhanghua Hong, Guohua Wang, Tao Zhu, Dongfang Li, Zhishan Li, Liang Zhang, Xing Zhu

“…The study uses a two-stage robust optimization method to change the microgrid's configuration and operation strategy. …”
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