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 Novel Gravity ‎Optimization Algorithm for Extractive Arabic Text Summarization by Mustafa J. Hadi, Ayad R. Abbas, Osamah Y. Fadhil

“…Essex Arabic ‎Summaries Corpus (EASC) was used to evaluate the proposed method and measured by the Recall-Oriented Understudy for Gisting Evaluation (ROUGE). …”
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An informativeness score for optimal mixed datasets using Gaussian process regression by Cameron J LaMack, Eric M Schearer

“…In this study, we present a method for calculating an optimally informative dataset for numerous subsystem models. …”
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Dynamic Multiobjective Optimization Based on Multi-Environment Knowledge Selection and Transfer by Wei Song, Jian Yu

“…However, the selection of valuable historical knowledge and the mitigation of negative transfer remain important problems in existing transfer learning-based DMOAs. <i>Method:</i> A DMOA based on multi-environment knowledge selection and transfer (MST-DMOA) is proposed in this article. …”
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Fuzzy-Logic-Based Energy Optimized Routing for Wireless Sensor Networks by Haifeng Jiang, Yanjing Sun, Renke Sun, Hongli Xu

“…Based on energy inequality, the method is designed to compute the degree of energy balance. …”
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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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An Improved Ant Colony Optimization to Uncover Customer Characteristics for Churn Prediction by Ibrahim Al-Shourbaji, Abdoh Jabbari, Shaik Rizwan, Mostafa Mehanawi, Phiros Mansur, Mohammed Abdalraheem

“…Experiments are performed on three different open-source customer churn prediction datasets. The results are evaluated using several evaluation metrics and compared with three other optimization methods. …”
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Metaheuristic Optimization for Robust RSSD-Based UAV Localization with Position Uncertainty by Yuanyuan Zhang, Jiping Li, T. Aaron Gulliver, Huafeng Wu, Guangqian Xie, Xiaojun Mei, Jiangfeng Xian, Weijun Wang, Linian Liang

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Screening, identification and fermentation conditions optimization of agricultural antibiotic-producing bacteria by QIN Baoshan, LIANG Liyun, HE Haiyan, LI Yanting, FU Yue, QIN Yongling

“…The results showed that a strain of agricultural antibiotic-producing strain Ly was screened and identified as Methylobacterium oryzae, which exhibited good antibacterial activity against F. chlamydosporum, Aspergillus aculeatu and Escherichia coli with inhibition zone diameters of 23.11 mm, 12.13 mm, and 6.80 mm, respectively. The optimal fermentation conditions for producing agricultural antibiotics by M. oryzae Ly were liquid loading volume 100 ml/250 ml, soybean cake powder as nitrogen source, fermentation temperature 31 ℃, rotation speed 220 r/min, initial pH 8, and fermentation time 7 d. …”
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Application of Multi-Objective Control in Power and Load Optimization of Wind Turbines by Jiawang Yuan, Shan He, Jing Cheng, Weiqing Wang

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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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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

“…The influence of these input variations on the properties of the clay bricks was assessed and analyzed using the response surface method. The results revealed that the input variables (WSD and firing temperature) significantly influenced the responses with p-values below 5 %. …”
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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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PID Controller Parameter Optimized by Reformative Artificial Bee Colony Algorithm by Hualong Du, Pengfei Liu, Qiuyu Cui, Xin Ma, He Wang

“…A reformative artificial bee colony (RABC) algorithm is proposed for the PID parameter optimization problem. The algorithm balances the exploitation capability and exploration capability of the ABC algorithm by introducing a global optimal solution and improving the food source probability. …”
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Optimizing stocking density for enhanced fish yield in lacustrine cage aquaculture by Christopher Mulanda Aura, Hezron Awandu, Venny Mziri, FondaJane Awuor, Chrispine S. Nyamweya, Safina Musa

“…However, with declining wild fish stocks, cage aquaculture has emerged as a critical method for boosting fish production, particularly in Lake Victoria, Kenya. …”
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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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Leveraging prior mean models for faster Bayesian optimization of particle accelerators by Tobias Boltz, Jose L. Martinez, Connie Xu, Kathryn R. L. Baker, Zihan Zhu, Jenny Morgan, Ryan Roussel, Daniel Ratner, Brahim Mustapha, Auralee L. Edelen

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Secure bio-inspired optimization with intrusion aware on-demand routing in MANETs by N. Naveen, J. Nirmaladevi

“…Only when the source node expresses a wish to do so, it builds route. …”
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Optimizing encrypted search in the cloud using autoencoder-based query approximation by Mahmoud Mohamed, Khaled Alosman

“…Our work is comprehensively benchmarked against alternative methods to quantify gains. The open-source implementation enables further research into optimized neural encrypted search. …”
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