XGBoost algorithm optimized by simulated annealing genetic algrithm for permeability prediction modeling of carbonate reservoirs by Changbing Huang, Xinyu Zhu, Mingyu Lu, Yuling Zhang, Shengbo Yang

“…Taking the carbonate reservoir of Longwangmiao Formation in Moxi block of central Sichuan as an example, this paper proposes to establish a permeability prediction model by using the XGBoost algorithm of simulated annealing genetic algrithm (SA-GA)hybrid optimization. Combined with core data, five permeability sensitive logging curves (CNL, DEN, DT, $$\ln {RT}$$ and GR) are optimized by calculating correlation coefficients, and the permeability prediction model is established based on XGBoost algorithm, and the XGBoost hyperparameters are optimized by using SA-GA. …”
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Optimization Design of Indoor Thermal Environment and Air Quality in Rural Residential Buildings in Northern China by Lei Yu, Xuening Han, Songyang Ju, Yuejiao Tao, Xiaolong Xu

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Prediction and Parameter Optimization of Surface Settlement Induced by Shield Tunneling Using Improved Informer Algorithm by Shisen Zhao, Xianda Feng, Kefeng Peng

“…Key parameters, including the shield thrust, cutterhead torque, and tunneling speed, were selected for optimization. The surface settlement after parameter optimization was reduced by 16.79%.…”
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Optimization of machining process route for internal joint parts using artificial fish swarm algorithm by Jun HAN, Junwei ZHU, Yang ZHANG, Zhenyao ZHAO, Zexi AN

“…The design of prey, swarm, and follow behavioral parameters is conducted in a reasonable manner, as is the optimization and adjustment of the algorithm. By comparing and verifying the pre-optimization and post-optimization process solutions, the study shows that the combined optimized solution reduces the total number of machine tool changes, tool changes, and clamping changes by 43.8% and reduces the total machining time by 7 minutes and 16 seconds, which is more efficient and reasonable.…”
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Experimental Investigation and Optimization of Tool Life in High-Pressure Jet-Assisted Turning of Inconel 718 by Davorin Kramar, Djordje Cica

“…The results show tool life that is more than twice as long with HPJA at higher cutting speeds. …”
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Optimal Virtual Power Plant Control Algorithm Considering the Electrical Characteristics of Distributed Energy Resources by Seokwoo Hyun, Geonho Kim, Jungsung Park, Yunhyuk Choi

“…We introduce a novel sensitivity-based control algorithm for Virtual Power Plants (VPPs) that optimizes the deployment of distributed energy resources (DERs). …”
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Human-like face pareidolia emerges in deep neural networks optimized for face and object recognition. by Pranjul Gupta, Katharina Dobs

“…We hypothesized that face pareidolia results from the visual system's optimization for recognizing both faces and objects. …”
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Prediction of Gasification Process via Random Forest Regression Model Optimized with Meta-Heuristic Algorithms by Eunsung Oh

“…This approach marks a significant step forward in optimizing gasification processes, promoting more efficient and sustainable conversion of carbonaceous feedstock. …”
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Optimal choice of prophylactic anticoagulant therapy for nonvalvular atrial fibrillation in the context of COVID-19 pandemic by A. S. Polyakov, V. V. Tyrenko, E. V. Kryukov, Ya. A. Noskov

“…Atrial fibrillation is not only the most common type of supraventricular tachyarrhythmia, but it is also the main underlying cause of more than half of cardioembolic stroke cases, which requires effective thromboprophylaxis. …”
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The machine learning algorithm based on decision tree optimization for pattern recognition in track and field sports. by Guomei Cui, Chuanjun Wang

“…Future research can verify the generalization ability of the model through more actual data.…”
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Distributed Denial of Services (DDoS) attack detection in SDN using Optimizer-equipped CNN-MLP. by Sajid Mehmood, Rashid Amin, Jamal Mustafa, Mudassar Hussain, Faisal S Alsubaei, Muhammad D Zakaria

“…Software-Defined Networks (SDN) provides more control and network operation over a network infrastructure as an emerging and revolutionary paradigm in networking. …”
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Optimal Strategies in Green Supply Chains When Considering Consumers’ Green Preferences and Government Subsidies by Lei Wang, Tao Xu, Tingqiang Chen

“…The technology subsidy policy has a more significant effect on the promotion of green technology. (3) The power of supply chain channels will directly affect corporate profits, and the leader of the supply chain often has higher profits. …”
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Optimizing Civics Learning in High School through the Use of Print Books and Online Learning Resources by Jessica Wijaya, Nuraini Asriati

“…Integrating printed books and online learning resources can provide students with a more interactive and comprehensive learning experience.…”
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Extended Framework for Preventive Maintenance Planning: Risk and Behaviour Analysis of a Proposed Optimization Model by Pablo Viveros, Marco Espinoza, Rodrigo Mena, Fredy Kristjanpoller

“…The considerable increase in the complexity associated with the formulation of maintenance plans has enabled the development of new techniques to bring maintenance scheduling optimization models to more realistic environments. In this sense, a previous optimization model was proposed considering the use of time windows for the formation of grouping schemes under an opportunistic strategy for maintenance activities considering non-negligible execution times, thus offering the possibility of analysing scenarios with limited resources. …”
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Delay margin analysis of FOTID controller for RES based EV system using MMGPE optimization by Adhit Roy, Susanta Dutta, Soumen Biswas, Anagha Bhattacharya, Sajjan Kumar, Soham Dutta, Provas Kumar Roy

“…Few studies have examined AGC with delays in such configurations, despite the fact that systems become more nonlinear and uncertain as renewable integration increases. …”
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Gender classification performance optimization based on facial images using LBG-VQ and MB-LBP by Faruq Abdul Hakim, Tio Dharmawan, Muhamad Arief Hidayat

“…On the other hand, the MB-LBP produces more optimal performance when applied to the FERET facial images dataset. …”
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A Modified Horse Herd Optimization Algorithm and Its Application in the Program Source Code Clustering by Bahman Arasteh, Peri Gunes, Asgarali Bouyer, Farhad Soleimanian Gharehchopogh, Hamed Alipour Banaei, Reza Ghanbarzadeh

“…If architectural design models are accessible, software maintenance can be made more straightforward. When the software’s source code is the only available resource, comprehending the program profoundly impacts the costs associated with software maintenance. …”
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Hybrid Power System Optimization for Cost and Emission Reduction: A Case Study from Indonesia by Muhammad Ridho Rohman Zuhri, Abdullah Umar, Faiz Husnayain

“…This research aims to optimize the hybrid system to improve efficiency, reduce fuel consumption, decrease emissions, and minimize energy costs. …”
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Scalable Cold-Start Optimization in Serverless Computing: Leveraging Function Fusion With PanOpticon Simulator by Ranjan Kumar Behera, Anisha Kumari, Sung-Bae Cho

“…Unlike conventional frameworks, the proposed method integrates function fusion directly into the simulation and evaluation pipeline, enabling more scalable and performance-aware optimizations. …”
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Unit Commitment Optimization Model Considering Impact of Multiple Operating Conditions on Unit Life Loss by LUO Yifu, HU Qinran, QIAN Tao, CHEN Tao, ZHANG Yuanshi, ZHANG Fei, WANG Qi

“…To make unit life losses in theoretical research more practical, the traditional model that averages the losses in deep peak shaving conditions has been discarded. …”
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