Optimization of ultrasound-assisted extraction of antioxidant phenolics from algerian Trifolium tomentosum L. using response surface methodology by Radia Hannache, Radia Ayad, Nassima Boutaoui, Hayat Bourekoua, Mostefa Lefahal, El Hani Makhloufi, Nabila Souilah, Salah Akkal, Kamel Medjroubi

“…The current study aims to maximize the recovery of antioxidant phenolics from Algerian Trifolium tomentosum L. using an innovative green process: ultrasonic assisted extraction (UAE). Firstly, four different solvents were used: 50% acetone, 50% ethanol, 50% methanol, and 100% ethyl acetate, as well as four different extraction methods: maceration, refluxed extraction, Soxhlet extraction, and UAE. …”
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A multiple improved envelope spectra via feature optimization gram (MIESFO-gram) for diagnosis of compound fault signatures by Yazdanianasr Mahsa, Mauricio Alexandre, Gryllias Konstantinos

“…The method is applied and evaluated on simulated and experimental data with different types of faults under steady and varying speed conditions in a complicated system. …”
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Hybrid energy system optimization integrated with battery storage in radial distribution networks considering reliability and a robust framework by Mohammad Javad Aliabadi, Masoud Radmehr

“…The best installation position and capacity of the hybrid system (HS) are found via an improved crow search algorithm with an inertia weight technique. The robust optimization issue, taking into account the risk of uncertainty, is described using the gap information decision theory method. …”
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An online clustering algorithm predicting model for prostate cancer based on PHI-related variables and PI-RADS in different PSA populations by Jiyuan Hu, Qi Miao, Jiayi Ren, Hongbo Su, Xianlu Zhang, Jianbin Bi, Gejun Zhang

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Optimization of Sensor Targeting Configuration for Intelligent Tire Force Estimation Based on Global Sensitivity Analysis and RBF Neural Networks by Yu Zhang, Guolin Wang, Haichao Zhou, Jintao Zhang, Xiangliang Li, Xin Wang

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Activation methods for enhancing CO2 mineralization via mine tailings—A critical review by Milad Norouzpour, Rafael M. Santos, Yi Wai Chiang

“…However, challenges such as energy optimization, large-scale implementation, and sustainable reagent recovery remain, and these are critically assessed through a cross-method analysis of scalability, cost, and environmental trade-offs. …”
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Urban Heat Island Effect: Remote Sensing Monitoring and Assessment—Methods, Applications, and Future Directions by Lili Zhao, Xuncheng Fan, Tao Hong

“…In terms of applications, the paper elaborates on the practical value of remote sensing technology in identifying thermally vulnerable areas, green space planning, urban material optimization, and decision support for UHI mitigation. …”
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Maize and soybean yield prediction using machine learning methods: a systematic literature review by Ramandeep Kumar Sharma, Jasleen Kaur, Gary Feng, Yanbo Huang, Chandan Kumar, Yi Wang, Sandhir Sharma, Johnie Jenkins, Jagmandeep Dhillon

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Resilience evolution and optimization strategies of ecological networks in the Three Gorges Reservoir Area: A scenario-based simulation approach by Haohua Wang, Lulu Zhou, Kangchuan Su, Yun Zhou, Qingyuan Yang

“…This study establishes an EN evaluation framework for regions with complex human-land relationships, contributing by: (1) providing empirical evidence for ecological governance and sustainable development in the TGRA; (2) offering a scientific reference for optimizing ecological security patterns; (3) developing dynamic assessment methods with transferable value, thereby providing methodological guidance for EN construction and resilience assessment in similar regions.…”
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Valorization of Biochar as a Reinforcement Agent in Polyethylene Terephthalate Glycol for Additive Manufacturing: A Comprehensive Content Optimization Course by Nikolaos Bolanakis, Emmanuel Maravelakis, Vassilis Papadakis, Dimitrios Kalderis, Nikolaos Michailidis, Apostolos Argyros, Nikolaos Mountakis, Markos Petousis, Nectarios Vidakis

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On Explainability of Reinforcement Learning-Based Machine Learning Agents Trained with Proximal Policy Optimization That Utilizes Visual Sensor Data by Tomasz Hachaj, Marcin Piekarczyk

“…We conduct several experiments to confirm our method’s effectiveness. Our proposed method works well for scenarios where semantic clustering of the scene is possible. …”
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The joint use of ABC/VEN analysis and the Beers criteria for optimizing expenditure of funds and rational prescribing of medications to elderly patients by O. A. Makhmudova, G. F. Avkhadieva, O. G. Bagdanova, V. N. Khaziakhmetova

“…The use of Beers criteria enables to optimize pharmacotherapy in elderly patients.…”
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FATIGUE CRACK GROWTH PREDICTION BASED ON IPSO-PF ALGORITHM by JIN Ting, WANG Xiaolei, LIU Yu, YUAN Jianming

“…In order to improve the prediction accuracy of fatigue crack growth, a fatigue crack growth prediction method based on the improved particle swarm optimization particle filtering (IPSO-PF) algorithm was proposed. …”
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Effects of different curcumin concentrations on human periodontal ligament fibroblast adhesion and proliferation on periodontally involved root surfaces: In-vitro study by Amina Fouad Farag, Hala H. Yassin, Ahmed Y. Gamal, Noorhan El Badawi, Mahetab M. Abdalwahab

“…Conclusion: Curcumin 2 % provides optimal stimulation of cellular attachment, viability, proliferation and antibacterial effects over periodontitis affected root surfaces. …”
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Real-Time Electric Taxi Guidance for Battery Swapping Stations Under Dynamic Demand by Yu Feng, Xiaochun Lu, Xiaohui Huang, Jie Ma

“…The first is a real-time optimization method that uses a greedy algorithm to provide immediate guidance. …”
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Economic Method for Energy Storage Planning of Large New Energy Bases in the Electricity Spot Market by YI Haiqiong, ZHAO Lang, LI Yizheng, WU Qiliang, YU Haifeng, ZHOU Zhuan, WANG Ziyi, LIU Siyu, SHU Jun

“…Given the complexity of the two-layer model， an alternating iteration method is employed to solve the problem. On this basis， the economic impact of different energy storage types on new energy bases is analyzed through payback period assessments， leading to optimal energy storage capacity planning. …”
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Experimental Analysis of Heat and Flow Characteristics on Inclined and Multiple Impingement Jet Heat Transfer Using Optimized Heat Sink by Altug Karabey, Dogan Yorulmaz

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Optimizing Driver Vigilance Recognition: Examining the Characterization and Cumulative Effect of Physiological Signals Across Manual and Automated Driving and Durations by Mingyang Guo, Yuning Wei, Jingyuan Zhang, Qingyang Huang, Xiaoping Jin, Jun Ma

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Blind Parameter Identification of MAR Model and Mutation Hybrid GWO-SCA Optimized SVM for Fault Diagnosis of Rotating Machinery by Wenlong Fu, Jiawen Tan, Xiaoyuan Zhang, Tie Chen, Kai Wang

“…The optimal SVM model was later employed to classify different fault samples. …”
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Optimization of process parameter for green die sinking electrical discharge machining: a novel hybrid decision-making approach by Jagadish, Divya Zindani, Arun Selvam, Ghanshyam G. Tejani, A. Johnson Santhosh

“…Sensitivity analysis confirms the robustness of these results, and comparative analysis with existing methods demonstrates the effectiveness of the proposed method in establishing optimal parameters.…”
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