Precise estimation of solar photovoltaic parameters via brown bear optimization and Differential Evolution by Khalid M. Hosny, Amr A. Abd El-Mageed, Amr A. Abohany, Reda M. Hussein, Mona Gaffar

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Brown bear optimized random forest model for short term solar power forecasting by Rathika Senthil Kumar, P.S. Meera, V. Lavanya, S. Hemamalini

“…To further improve the accuracy of the RF model, the hyperparameters of the random forest model are tuned using brown bear optimization algorithm (BBOA). Hyperparameter tuning using BBOA further improves MSE by 19.73 %, RMSE by 10.41 %, MAE by 11.19 % and R2 by 7.17 %. …”
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Predicting equilibrium scour depth around non-circular bridge piers with shallow foundations using hybrid explainable machine learning methods by Nasrin Eini, Saeid Janizadeh, Sayed M. Bateni, Changhyun Jun, Essam Heggy, Marek Kirs

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Optimizing Load Frequency Control of Multi-Area Power Renewable and Thermal Systems Using Advanced Proportional–Integral–Derivative Controllers and Catch Fish Algorithm by Saleh A. Alnefaie, Abdulaziz Alkuhayli, Abdullah M. Al-Shaalan

“…The performance of LFC with CFA-tuned PID, PI, cascaded PI(PDN), and FOPID, PI(1+DD) controllers is compared to other optimization techniques, including sine cosine algorithm (SCA), particle swarm optimization (PSO), brown bear algorithm (BBA), and grey wolf optimization (GWO), in a two-area power system combined with RESs under various conditions. …”
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Active Magnetic Bearing Rotor Model Updating Using Resonance and MAC Error by Yuanping Xu, Jin Zhou, Long Di, Chen Zhao, Qintao Guo

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Developing an Equitable Machine Learning–Based Music Intervention for Older Adults At Risk for Alzheimer Disease: Protocol for Algorithm Development and Validation by Chelsea S Brown, Luna Dziewietin, Virginia Partridge, Jennifer Rae Myers

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Optimizing Economy with Comfort in Climate Control System Scheduling for Indoor Ice Sports Venues’ Spectator Zones Considering Demand Response by Zhuoqun Du, Yisheng Liu, Yuyan Xue, Boyang Liu

“…In terms of algorithm comparison, the performance of three typical multi-objective optimization algorithms—NSGA-II, standard MOEA/D, and Multi-Objective Brown Bear Optimization (MOBBO)—is systematically evaluated. …”
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Integrating Multi-Layer Perceptron Regression with Innovative Optimization for Accurate Building Cooling Load Prediction by Subhiya Zeynalli, Baharak Eslami

“…Through a hybridization technique with two cutting-edge optimization algorithms, the Brown Bear Optimization Algorithm (BBOA) and the Non-Monopolize Search Algorithm (NMSA), it sets out to explore its optimization potential. …”
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Deconvolution of serum cortisol levels by using compressed sensing. by Rose T Faghih, Munther A Dahleh, Gail K Adler, Elizabeth B Klerman, Emery N Brown

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RESILIENCE (Retrospective Linkage Study of Autoimmune Encephalitis): protocol for an Australian retrospective cohort study of outcomes in autoimmune encephalitis using data linkage... by David Brown, Wendyl D’Souza, Mark Cook, Andrew McLean-Tooke, David Gillis, Udaya Seneviratne, James Boyd, John Dunne, Nicholas Lawn, Ximena Camacho, Christine Bundell, Nerissa Jordan, Sudarshini Ramanathan, Fabienne Brilot, Kerri M Prain, Elaine Pang, Katrina Lambert, Russell Dale, Lisa Gillinder, Emma Whitham, Saxon Douglass, Amy Jean Halliday, Greg Bryson, Alan Lai, Wendyl Jude D’Souza

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Management of aromatase inhibitor-associated bone loss (AIBL) in women with hormone-sensitive breast cancer: An updated joint position statement of the IOF, CABS, ECTS, IEG, ESCEO,... by Peyman Hadji, Matty Aapro, Nasser Al-Dagri, Majed Alokail, Emmanuel Biver, Jean-Jacques Body, Maria Luisa Brandi, Janet Brown, Cyrille Confavreux, Bernard Cortet, Matthew Drake, Peter Ebeling, Erik Fink Eriksen, Ghada El-Hajj Fuleihan, Theresa A. Guise, Nick C. Harvey, Andreas Kurth, Bente Langdahl, Willem Lems, Radmila Matijevic, Eugene McCloskey, Rossella Nappi, Santiago Palacios, Georg Pfeiler, Jean-Yves Reginster, René Rizzoli, Daniele Santini, Sansin Tuzun, Catherine Van Poznak, Tobias De Villiers, M. Carola Zillikens, Robert Coleman

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SMART Based Multi-Point Matching Assisted Approximation of Renewable Interconnected Power System by Umesh Kumar Yadav, V. P. Singh, Luigi Fortuna, Umesh Kumar Sahu

“…The weighted objective function is then minimized with the help of brown-bear optimization algorithm. In this minimization, the steady-state constraint and Hurwitz stability criterion are satisfied for a comparatively better and stable RO model with zero steady-state error. …”
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Impact of climate change over distribution and potential range of chestnut in the Iberian Peninsula by Pedro Álvarez-Álvarez, Adrián Aviñoa-Arias, Adrián Aviñoa-Arias, Emilio Díaz-Varela, José Vicente López-Bao, José Carlos Pérez-Girón

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A longitudinal investigation of gut microbiota dynamics in laying hens from birth to egg-laying stages by Seojin Choi, Eun Bae Kim

“…Conclusion This study examined gut microbiota changes in Hy-Line Brown hens from birth to one-year post-laying, highlighting the impact of calcium-rich layer diets. …”
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Eye Collateral Channel Characteristic Analysis and Identification Model Construction of Mild Cognitive Impairment by WU Tiecheng, CAO Lei, YIN Lianhua, HE Youze, LIU Zhizhen, YANG Minguang, XU Ying, WU Jinsong

“…By comparing the model performance, the optimal model was selected to achieve early clinical recognition.ResultsThe important eye collateral channel characteristics of the MCI group were red dots, dull brown spots, dull yellow fog diffusion, mounds, red blood veins, and tortuous blood veins (<italic>P</italic>&lt;0.05), their distribution frequency was higher than that of the normal cognition group (<italic>P</italic>&lt;0.05), but the distribution frequency of dull pink spots was lower than that of the normal cognition group (<italic>P</italic>&lt;0.05). …”
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Brachial Plexopathy in Head and Neck Cancer Potentially Related to LET-Dependent RBE by Abanob Hanna, Anthony Casper, Roi Dagan, Hardev S. Grewal, Jiyeon Park, Eric D. Brooks, Erik Traneus, Lars Glimelius, Perry B. Johnson, Mohammad Saki, Yawei Zhang, Twyla R. Willoughby, Julie A. Bradley, Jackson Browne, Mark E. Artz

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