Dissolved Oxygen Prediction Based on SOA-SVM and SOA-BP Models by ZHANG Xuekun

“…To improve the accuracy of dissolved oxygen prediction,this paper researches and proposes a prediction method that combines seagull optimization algorithm (SOA) with support vector machine (SVM) and BP neural network,prepares four prediction schemes based on the monthly dissolved oxygen monitoring data of the Jinghong Power Station in Xishuangbanna,a national important water supply source in Yunnan Province,from January 2009 to September 2020,optimizes the key parameters of SVM and weight threshold of BP neural network by SOA to construct SOA-SVM and SOA-BP models,predicts the dissolved oxygen of Jinghong Power Station based on the models,and compares the prediction results with those of SVM and BP models.The results show that:The absolute values of the average relative errors of the SOA-SVM and SOA-BP models for the 4 schemes of dissolved oxygen prediction are between 4.07%~4.98% and 3.85%~4.83%,and that of the average absolute errors are 0.309~0.374 mg/L and 0.294~0.371 mg/L,respectively.With better prediction accuracy than SVM and BP models,they have good prediction accuracy and generalization ability.SOA can effectively optimize the key parameters of SVM and weight threshold of BP neural network.SOA-SVM and SOA-BP models are feasible for dissolved oxygen prediction,which can provide references for related prediction research.…”
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Energy Efficiency and Carbon Emission Reduction in Coffee Roasting: Approach of Activity-Based Costing (ABC) Methodology by Wen-Hsien Tsai, Kuo-Hsien Lee, Chung-Chen Huang

“…This study underscores the advantages of ABC in providing precise cost allocation and identifying resource inefficiencies, enabling businesses to implement energy-efficient technologies and optimize operations. It also emphasizes the importance of adopting renewable energy sources and leveraging government incentives to align sustainability with financial goals. …”
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Forecasting inaccuracies: a result of unexpected events, optimism bias, technical problems, or strategic misrepresentation? by Petter Naess, Jeppe Astrup Andersen, Morten Skou Nicolaisen, Arvid Strand

“…The results give rise to some critical reflections about the reliability of project evaluations based on traffic forecasts susceptible to several systematic as well as random sources of error.…”
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Co-Optimized Design of Islanded Hybrid Microgrids Using Synergistic AI Techniques: A Case Study for Remote Electrification by Ramia Ouederni, Innocent E. Davidson

“…Using HOMER Pro software V 3.14.2 for system simulation, a more advanced AI optimization was performed utilizing Grey Wolf Optimization and Harris Hawks Optimization, which are two metaheuristic algorithms. …”
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A Multi-Objective PSO-GWO Approach for Smart Grid Reconfiguration with Renewable Energy and Electric Vehicles by Tung Linh Nguyen, Quynh Anh Nguyen

“…While the Particle Swarm Optimization algorithm is renowned for its rapid convergence and effective exploitation of solution spaces, its capacity to thoroughly explore complex search domains remains limited, particularly in multifaceted optimization challenges. …”
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Installation of an Electric Car Charger Using the Bald Eagle Optimizer Cascaded PI and LQR Controller by Ali Huzbur Hussien, Khalid Mohammed Ameen Alazawi

“…It enhances the significant power factor of the power source while minimizing distortion from harmonics. …”
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Modernization of autonomous energetic complex of drilling rig for exploratory drilling: directions and variants of optimization solutions by S. V. Golovin

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An Adaptive Robust Optimization Model for Microgrids Operation Using Convexified AC Power Flow Equations by Mahmoud Mollayousefi Zadeh, Zakaria Afshar, Gholamreza Farahani, Seyed Mohammad Taghi Bathaee

“…Considering the increasing penetration of renewable energy sources (RESs) into power grids, adopting efficient energy management strategies is vital to mitigate the uncertainty issues resulting from the intermittent nature of their output power. …”
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Optimization Of Solar Panel Usage In Grid-Connected Hybrid Energy Systems Using Fuzzy Method by Dina Maizana, Muhathir Muhathir, Habib Satria, Moranaim Mungkin, Muhammad Fadlan Siregar, Yanawati Binti Yahya

“…Due to insufficient wind speed below the turbine's operational threshold, wind turbines cannot contribute to electricity generation, making solar power the primary energy source. Solar power capacity is crucial for meeting the electricity needs of these facilities. …”
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Synchronized SVPWM Scheme with Optimized Overmodulation for Three-Level NPC Inverters with Low Switching Frequency by Shulin Zhang, Jinsong Kang, Jiawen Yuan

“…Three-level Neutral-Point-Clamped (NPC) voltage source inverters (VSIs) have been widely used in application of medium-voltage high-power induction motor drives. …”
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The duration of uncertain times: audiovisual information about intervals is integrated in a statistically optimal fashion. by Jess Hartcher-O'Brien, Massimiliano Di Luca, Marc O Ernst

“…Often multisensory information is integrated in a statistically optimal fashion where each sensory source is weighted according to its precision. …”
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A Systematic Review and Evolutionary Analysis of the Optimization Techniques and Software Tools in Hybrid Microgrid Systems by Kawakib Arar Tahir

“…This study identifies key research trends, highlights gaps in the optimization strategies, and emphasizes the need for AI integration, broader adoption of open-source tools, and scalable optimization frameworks. …”
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Construction and optimization of health behavior prediction model for the older adult in smart older adult care by Qian Guo, Peiyuan Chen

“…Future improvements, integrating more data and optimizing technology, will strengthen its potential for providing comprehensive support in older adult care services.…”
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Neck shape optimization of resonator-type sound absorbers using adjoint lattice Boltzmann method by Kimiya Takeuchi, Kazuya Kusano

“…Furthermore, the fluid simulation results revealed that the optimization process did not alter the resonant frequency. …”
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The economic impacts of woodchip storage optimization: Reducing material and energy loss during transportation and storage by Torben Jensen

“…To encourage the establishment of a bioenergy market and to help ensure a safe and stable fuel source, Suzanne Wetzel and Christopher Helmeste from the Canadian Forest Service, Canadian Wood Fibre Centre (CFS/CWFC) and collaborators contributed their scientific expertise to the development of a solid biofuels guide based on existing national standards from the Canadian Standard Association’s (CSA). …”
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Dispersion Optimization in GeO2-doped Silica Photonic Crystal Fibers with Circular Lattice by Thuy Nguyen Thi

“…The proposed fibers can be new supercontinuum sources that effectively replace glass core fibers.…”
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Proton Exchange Membrane Fuel Cells: An Effective Neural Fuzzy System for Optimal Power Tracking by Assala Bouguerra, Abd Essalam Badoud, Saad Mekheilef

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Ways to optimize the risk communication between specialists on radiation safety and population: recommendations on communication language by Genrietta V. Arkhagelskaya, Svetlana A. Zelentsova

“…The population best understands the language not of the source of information on radiation safety issues (specialists), but of the transmitter of this information – journalists. …”
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Intelligent irrigation strategy model for farmland using dung beetle optimization-random forest algorithms by Wenwen Hu, Yong Liu, Jun An, Shipu Xu, Zhiwen Zhou, Mingming An, Xiaokun Guo, Xiang Ma, Wenfei Jiang, Yunsheng Wang

“…The model integrates multi-source data, including time-series features, agricultural meteorological data, and irrigation management specifics, precise hyperparameter tuning could be performed via the sequence decomposition-based Dung Beetle Optimization (DBO) algorithm. …”
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AI, Optimization, and Human Values: Mapping the Intellectual Landscape of Industry 4.0 to 5.0 by Albérico Travassos Rosário, Ricardo Jorge Gomes Raimundo

“…This study conducts a systematic bibliometric literature review to explore the conceptual and technological transition from Industry 4.0 to Industry 5.0, focusing on the roles of artificial intelligence (AI), optimization, and human values. Applying the PRISMA 2020 protocol, the analysis includes 53 peer-reviewed sources from the Scopus database, emphasizing the integration of advanced technologies such as cyber–physical systems, the Internet of Things, collaborative robotics, and explainable AI. …”
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