Transforming waste into value: Advancements in protein recovery and functional product development from wastewater sources by Thirugnanasambandham Karchiyappan, Parameswari Ettiyagounder, Paul Sebastian Selvaraj, Krishnan Ramanujam

“…Despite advancements, challenges such as high costs, energy inefficiency, and method integration persist. Future research should focus on innovative technologies and process optimization based on artificial intelligence (AI) and machine learning (ML) and other subfields should encompass to improve recovery yields and foster a sustainable circular economy.…”
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Risk Assessment of Dynamic Diffusion of Urban Non-Point Source Pollution Under Extreme Rainfall by Ting Wen, Chuanxun Li, Jiawen Liu, Peng Wang

“…This study can support the targeted governance of pollution sources and land planning optimization in urban storm and flood management, and help reduce environmental health risks in extreme climates.…”
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Real-time prediction model of public safety events driven by multi-source heterogeneous data by Quanlong Fan, Gang Xu

“…To address the challenge of efficiently integrating multi-source heterogeneous data to improve the accuracy of public safety event prediction, this study proposes and validates a novel public safety event prediction model, GATPNet, based on multi-source heterogeneous data. …”
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Magnetic Source Detection Using an Array of Planar Hall Effect Sensors and Machine Learning Algorithms by Miki Vizel, Roger Alimi, Daniel Lahav, Moty Schultz, Asaf Grosz, Lior Klein

“…To address this, we employed the Levenberg–Marquardt Algorithm (LMA) as a deterministic optimization method to estimate the magnetic source’s position and parameters, as well as machine earning (ML) algorithms, which consist of a Fully Connected Neural Network (FCNN). …”
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A statistical insight to exploration of medicinal wastewater as a source of thermostable lipase-producing microorganisms. by Sisir Rajak, Shaikh Rajesh Ali, Baidyanath Pal, Sibani Sen Chakraborty

“…Extracellular lipolytic activity was confirmed via the cup-plate method with Tween 20/80 agar and methyl red as the indicator. …”
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Permission clustering-based attribute value optimization by Wenchao WU, Zhiyu REN, Xuehui DU

“…In new large-scale computing environment, the attributes of entities were massive and they had complex sources and uneven quality, which were great obstacles to the application of ABAC (attribute-based access control).The attributes were also hard to be corrected manually, making it difficult to be applied in access control system straightly.To solve the optimization problem of nominal attributes, a novel algorithm of attribute value optimization based on permission clustering was designed, in which entities were presented by the privilege set related to them.So that the entities were tagged by density-based clustering method with distances of their privilege set presentations.Then the attribute values were reduced and corrected based on rough set theory.Finally, the algorithm was verified on UCI data sets, which proved that after applying it, ABAC policy mining was improved in the evaluation criteria, such as the true positive rate and F1-score.…”
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Influence of internal heat source on penetrative convection in a dual-component hybrid nanofluid layer by Y.H. Gangadharaiah, Manjunatha N, M. Girinath Reddy, Maryam Ali Alghafli, Irshad Ayoob, Nabil Mlaiki

“…This study investigates the influence of internal heat sources on penetrative convection in a horizontal layer of a common composite nanofluid subjected to bottom heating and salting. …”
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Monitoring water quality parameters using multi-source data-driven machine learning models by Yubo Zhao, Mo Chen, Jinyu He, Yanping Ma

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Optimized protein extraction for quantitative proteomics of yeasts. by Tobias von der Haar

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Optimal Subsampling for Upper Expectation Parametric Regression by Zhaolei Liu

“…Additionally, based on the asymptotic properties, we determine the optimal sampling probability and introduce the optimal subsampling technique. …”
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An effectiveness assessment ensemble for transmission corridor mechanized construction schemes based on weighted itemset mining and factor criticality analysis by Xin Yang, Junyao Hu, Chenhao Sun, Yafei Huang, Ci Tang, Jie Huang

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VP-SFDA: Visual Prompt Source-Free Domain Adaptation for Cross-Modal Medical Image by Yixin Chen, Yan Wang, Zhaoheng Xie

“…Background: Source-free unsupervised domain adaptation (SFUDA) methods aim to address the challenge of domain shift while preserving data privacy. …”
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Hyper-FDB-INFO Algorithm for Optimal Placement and Sizing of FACTS Devices in Wind Power-Integrated Optimal Power Flow Problem by Bekir Emre Altun, Enes Kaymaz, Mustafa Dursun, Ugur Guvenc

“…Finally, the developed Hyper-FDB-INFO algorithm was applied to solve the optimal placement and sizing of FACTS devices for the optimal power flow (OPF) problem incorporating wind energy sources. …”
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Objective evaluation of the pharyngoesophageal segment as a source of substitute phonation in patients after total laryngectomy by N. A. Daikhes, S. S. Reshulskiy, M. L. Isaeva, V. V. Vinogradov

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Optimal sizing of battery energy storage system (BESS) for multiple applications using regression analysis and deep sleep optimizer algorithm by Chukwuemeka Emmanuel Okafor, Komla Agbenyo Folly

“…The suggested sizing methodology takes into account the level of penetration of the renewable energy sources in the power network. Regression analysis is used for mathematical formulations while Deep Sleep Heuristic algorithms in MATLAB environment is used for the optimization process for BESS optimal size. …”
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Indoor Air Pollution Source Localization Based on Small-Sample Training Convolutional Neural Networks by Tiancheng Ye, Mengtao Han

“…In addressing the problem of indoor air pollution source localization, traditional methods have limitations such as strong sample dependence and low computational efficiency. …”
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Energy Optimisation in Aquaponics—Integrating Renewable Source and Water as Energy Buffer for Sustainable Food Production by Abdul Aziz Channa, Kamran Munir, Mark Hansen, Muhammad Fahim Tariq

“…However, the high energy costs associated with maintaining optimal water conditions remain a critical factor in ensuring its long‐term viability. …”
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Marine actinomycetes: A promising source of novel therapeutics and pharmaceutical bioactive compounds – A review by Jamal Abdulaziz Arbab Ibrahim, Satyanarayana Botcha, Subhashini Devi Prattipati

“…Marine actinomycetes serve as a rich source of bioactive compounds with significant therapeutic and pharmaceutical value. …”
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Auto-embedding transformer under multi-source information fusion for few-shot fault diagnosis by Bo Wang, Shuai Zhao, Qian Zhao, Yang Bai

“…Abstract Data-driven intelligent fault diagnosis methods have become essential for ensuring the reliability and stability of mechanical systems. …”
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A Sliding Mode Controller for Prediction of the Maximum Power Point Tracking of Hybrid Renewable Sources by Sydykbaev Zhenis, Ghassan Kasim Al_Lami, Shaymaa Abed Hussein, Karrar Shareef Mohsen, Ahmed Abdulkhudher Jassim, Sura Khalil Ibrahim, Khudr Bary Freeh Alsrray, Zahraa N. Abdulhussain

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