Reinforcement learning for process Mining: Business process optimization with avoiding bottlenecks by Ghada Soliman, Kareem Mostafa, Omar Younis

“…This is achieved by constructing a reward matrix tailored to each method, designed to circumvent absorption states that signify bottlenecks. …”
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A Survey on Hyperparameters Optimization of Deep Learning for Time Series Classification by Ayuningtyas Hari Fristiana, Syukron Abu Ishaq Alfarozi, Adhistya Erna Permanasari, Mahardhika Pratama, Sunu Wibirama

“…This review examines the HPO methods, hyperparameters, and tools utilized in this context based on 77 primary studies sourced from academic databases. …”
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Conveyor X-Ray Tomosynthesis Imaging With Optimized Structured Sequential Illumination by Xu Ma, Dong Wang, Angela Cuadros, Tianyi Mao, Qile Zhao, Gonzalo R. Arce, Tingfa Xu

“…This paper proposes a conveyor X-ray tomosynthesis imaging method with optimized structured sequential illumination. …”
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Systematic literature review on optimizing physical activity for HIV and chronic conditions by Tri Johan Agus Yuswanto, Rita Yulifah, Miftahul Munir, Karyo Karyo, Fitriana Kurniasari Solikhah

“…Data sources included PubMed, Google Scholar, Scopus, Web of Science, and PsycINFO. …”
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Response surface-based media optimization for astaxanthin production in Corynebacterium glutamicum by Florian Meyer, Ina Schmitt, Volker F. Wendisch, Nadja A. Henke

“…Corynebacterium glutamicum, an attractive host used in large-scale processes, e.g., industrial amino acid production, has been engineered for astaxanthin production.MethodsHere, a design of experiment (DoE) approach was applied to optimize the standard minimal medium for astaxanthin production. …”
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Optimization and modeling of the insulating and mechanical properties of fired ceramics for sustainable construction by Abiola Oluwasogo Oyediran, Oluwatosin Abiodun Balogun, Ronke Boluwatife Balogun, Seun Ganiyu Mosuru, Abayomi Adewale Akinwande, Opeoluwa Israel Akinradewo

“…However, interactions between the input factors had a marginal effect on the outcomes. Optimal performance was achieved with 1.6 wt% WSD and a firing temperature of 1200 °C, demonstrating that the developed fired bricks are suitable for insulation in building construction under these optimal conditions.…”
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Sinh-Cosh Optimization-Based Efficient Clustering for Big Data Applications by Lahbib Khrissi, Mohammed Es-Sabry, Nabil El Akkad, Hassan Satori, Saad Aldosary, Walid El-Shafai

“…To evaluate the effectiveness of the suggested approach, we conduct a comparative analysis against four widely acknowledged metaheuristic methods found in the literature. The assessment is performed using ten standard datasets sourced from the UCI Machine Learning Repository. …”
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A A Comprehensive Review of Energy Optimization Techniques in the Internet of Things by Bassey Isong, Kedibone Moeti

“…Others include intelligent optimization methods(e.g. machine, quantum-inspired heuristics), and blockchain-enhanced security. …”
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Dropout Kolmogorov–Arnold Networks: A Novel Data-Driven Impedance Modeling Approach for Voltage-Source Converters by Moetasem Ali, Yasser Abdel-Rady I. Mohamed

“…The extensive integration of voltage-source converters (VSCs) as interfaces for renewable energy sources in power systems increases stability concerns and demands accurate VSC impedance models to characterize grid-converter interactions at various operating points. …”
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Inversion of Leaf Chlorophyll Content in Different Growth Periods of Maize Based on Multi-Source Data from “Sky–Space–Ground” by Wu Nile, Su Rina, Na Mula, Cha Ersi, Yulong Bao, Jiquan Zhang, Zhijun Tong, Xingpeng Liu, Chunli Zhao

“…This study proposes an improved method based on multi-source data, combining the Sentinel-2A spectral response function (SRF) and computer algorithms, to overcome the limitations of traditional methods. …”
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Investigation of Long-Term Performance of a Proposed Cost-Effective HCl Non-Dispersive Infrared Analyzer at Real Stationary Sources by Byeong-Gyu Park, Trieu-Vuong Dinh, Sang-Woo Lee, In-Young Choi, Byung-Chan Cho, Da-Hyun Baek, Jong-Choon Kim, Jo-Chun Kim

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Agri-Food and Food Waste Lignocellulosic Materials for Lipase Immobilization as a Sustainable Source of Enzyme Support—A Comparative Study by Bartłomiej Zieniuk, Jolanta Małajowicz, Karina Jasińska, Katarzyna Wierzchowska, Şuheda Uğur, Agata Fabiszewska

“…The findings underscore the potential of lignocellulosic materials from the agri-food industry as effective supports for enzyme immobilization, emphasizing the importance of material selection and pretreatment methods in optimizing enzymatic performance through giving an example of circular economy application in food processing and waste management.…”
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Driving innovation: When design collaboration becomes open source, how do reward mechanisms and in-process feedback act as catalysts. by Boqun Xu, Kexin Xu, Yuning Zhu, Yiting Zhou, Xiaojian Liu

“…Results indicate that the Quota Allocation Method (QAM) increases individual productivity (quantity) and competitive awareness, while the Contribution-Based Allocation Method (CAM) fosters creativity (quality) and long-term engagement, along with higher referencing density and satisfaction. …”
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The Origin and Mixed-Source Proportion of Natural Gas in the Dixin Area of the Junggar Basin: Geochemical Insights from Molecular and Isotopic Composition by Sizhe Deng, Dujie Hou, Wenli Ma

“…The proposed method offers valuable guidance for assessing resources and optimizing exploration strategies in the Junggar Basin and other similar basins.…”
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Distribution of trace and toxic element monitoring in soil samples from the lesser Himalayan region of India, pollution indices and source identification by Mahesh Tiwari, Tejas Rathod, Sanjay Kumar Sahu, Rahul Bhangare, Ajmal Yousuf, Vandana Pulhani

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Framework and Outlooks of Multi-Source–Grid–Load Coordinated Low-Carbon Operational Systems Considering Demand-Side Hierarchical Response by Yong Cui, Jian Zheng, Wenying Wu, Kun Xu, Desen Ji, Tian Di

“…In the context of advancing new power systems, a multi-source–grid–load interactive operation framework considering low-carbon demand hierarchical response is developed to further explore the support value of the multi-source–grid–load interaction mechanism for the low-carbon economic operation of the power system. …”
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Analysis of Nitrogen Dioxide Concentration at Highway Toll Stations Based on fsQCA—Data Sourced from Sentinel-5P by Shenghao Xu, Xinxiang Yang

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Evidence of Mycobacterium bovis DNA in shared water sources at livestock–wildlife–human interfaces in KwaZulu-Natal, South Africa by Megan C. Matthews, Deborah M. Cooke, Tanya J. Kerr, Andre G. Loxton, Robin M. Warren, Giovanni Ghielmetti, Giovanni Ghielmetti, Elizabeth M. Streicher, Carmel S. Witte, Michele A. Miller, Wynand J. Goosen, Wynand J. Goosen

“…Further investigation into indirect transmission of M. bovis, employing a One Health approach, is necessary to evaluate its epidemiological significance. However, current methods are not optimized for identifying M. bovis in complex environmental samples. …”
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Detection of child depression using machine learning methods. by Umme Marzia Haque, Enamul Kabir, Rasheda Khanam

“…As a result, our objective is to 1) create a model that can predict depression in children and adolescents aged 4-17 years old, 2) evaluate the results of ML algorithms to determine which one outperforms the others and 3) associate with the related issues of family activities and socioeconomic difficulties that contribute to depression.<h4>Methods</h4>The YMM, the second Australian Child and Adolescent Survey of Mental Health and Wellbeing 2013-14 has been used as data source in this research. …”
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Developing a 160 kW continuous wave circulator for the P-band high-frequency system of the Wuhan light source by XIAO Chengcheng, ZHANG Qiang, WANG Cheng, ZHANG Junqiang, FANG Wencheng, XU Yiming

“…BackgroundSolid-state amplifiers of synchrotron radiation high-frequency cavity equipment may sustain unrecoverable damage due to the excessive reflected power resulting from load detuning, a high-power circulator is used to guide the reflected power to the absorbing load and thus protect the power source. In this case, if the reflected power suddenly increases during device operation, the temperature of the circulator cavity will be risen and the parameter characteristics of the gyromagnetic ferrite will be changed in the circulator, and eventually lead to poor absorption of the reflected power by the load.PurposeThis study aims to design and develop a circulator with a temperature compensation control unit, capable of functioning at 499.654 MHz with a 160 kW continuous wave radiofrequency power.MethodsFirstly, the circulator was simulated and optimized using the HFSS software. …”
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