The design of consumer behavior prediction and optimization model by integrating DQN and LSTM. by Na Liu, Dajiang Hu

“…Experimental results demonstrate the framework's superior performance to conventional LSTM-based approaches, while achieving competitive efficacy relative to state-of-the-art methods. …”
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The Optimization of Stand Structure Can Significantly Alleviate the Flammability of Forest Ecosystems by Yan Zhang, Xiangwen Deng, Xiaoyong He, Xiaolong Zhang, Zhihong Huang, Liang Chen, Shuai Ouyang, Wenhua Xiang

“…The principal component analysis (PCA), entropy weight method, k‐means clustering algorithm, and Pearson correlation coefficient method were employed for the classification of forest fuels and the evaluation of forest flammability. …”
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Ant Colony Optimization Using Common Social Information and Self-Memory by Yoshiki Tamura, Tomoko Sakiyama, Ikuo Arizono

“…Ant colony optimization (ACO), which is one of the metaheuristics imitating real ant foraging behavior, is an effective method to find a solution for the traveling salesman problem (TSP). …”
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Improving Prostate Image Segmentation Based on Equilibrium Optimizer and Cross-Entropy by Omar Zarate, Salvador Hinojosa, Daniel Ortiz-Joachin

“…To validate our method, we conducted two experiments. The first evaluated the overall performance of MCE-EO using standard grayscale benchmark images, while the second focused on a set of transaxial-cut prostate MRI scans. …”
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Optimal Speed and Position Controller for PMDC Motor Based GWO Algorithm by Iman S. Kareem, Sahar R. Al-Sakini, Ghassan A. Bilal

“…The GWO algorithm was selected as an optimization method, and the standard PID's settings were adjusted using integral time absolute error (ITAE). …”
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Bayesian optimization of underground railway tunnels using a surrogate model by Hassan Liravi, Hoang-Giang Bui, Sakdirat Kaewunruen, Aires Colaço, Jelena Ninić

“…The surrogate model utilizes synthetic data generated using Latin hypercube sampling, significantly reducing the required dataset size while maintaining accuracy. The synthetic dataset is constructed using an accurate numerical model that integrates the two-and-a-half-dimensional singular boundary method for modeling wave propagation in the soil with the finite element method for structural modeling. …”
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OPTIMIZING ELDERLY HEALTH THROUGH NUTRITIONAL COUNSELING EFFORTS AND EARLY DETECTION by Rindayati, Abd Nasir, Susilo Harianto, Emuliana Sulpat, Hafna Ilmy Muhalla, Sofiatun

“…Method: The method used is to provide counseling through lectures and then discussion sessions. …”
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Optimization of Shift Strategy Based on Vehicle Mass and Road Gradient Estimation by Huijun Yue, Haobo Jing, Zhenkun Dai, Jinyu Lin, Zihan Ma, Changtong Zhao, Pan Zhang

“…The HIL experimental results show that the vehicle can maintain low gear while climbing the hill, and the vehicle speed does not decrease significantly.…”
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Optimization of ultrafiltration separation and quality analysis of the major royal jelly proteins by Li Meilu, Tan Liangliang, Qiu Wei, Yin Zhihong, Shen Lirong

“…The chemical composition of RJ is very complicate, while the protein components have been found to play critical roles in RJ. …”
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Classification of finger movements through optimal EEG channel and feature selection by Murside Degirmenci, Yilmaz Kemal Yuce, Matjaž Perc, Matjaž Perc, Matjaž Perc, Matjaž Perc, Matjaž Perc, Yalcin Isler

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Capacity Impacts and Optimal Geometry of Automated Cars’ Surface Parking Facilities by You Kong, Scott Le Vine, Xiaobo Liu

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Redefining the high variable genes by optimized LOESS regression with positive ratio by Yue Xie, Zehua Jing, Hailin Pan, Xun Xu, Qi Fang

“…Results We developed a robust feature selection algorithm that leverages optimized locally estimated scatterplot smoothing regression (LOESS) to precisely capture the relationship between gene average expression level and positive ratio while minimizing overfitting. …”
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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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Intelligent anti-jamming decision algorithm based on proximal policy optimization by MA Song, LI Li, LI Wei, HUANG Wei, WANG Jun

“…The ground station conducted the optimal offline training based on the empirical information feedback from the vehicles, and assisted the decision-making neural network in parameter updating, thereby achieving the effective selection of anti-jamming strategies while satisfying the resource constraints of the vehicles. …”
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ON THE ISSUE OF AIRCRAFT MAITENANCE PROCESS OPTIMIZATION ON THE CRITERION OF MINIMUM FUEL CONSUMPTION by V. A. Belkin

“…At the same time the most advantageous methods aimed at improving fuel efficiency are continuous aircraft climb or descent.One of these research directions is the implementation of continuous descent mode, rational routes of approach to the airfield, climb, choice of optimal flight modes in flights. …”
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Optimization of thermal properties of palm fiber and nanofillers reinforced epoxy nanocomposite by Suresh Thirupathi, Venkatachalam Gopalan, Elango Mallichetty

“…This research emphasizes the promise of epoxy composites based on palm fibers for applications in thermal management in areas such as electronic devices, and circuit boards while contributing to the development of novel and efficient material solutions.…”
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Response Surface Methodology Optimization of Wear Rate Parameters in Metallic Alloys by Blessing Ngozi Goodluck Aliemeke, Lucky Charles, Peace Omoregie, Abdulrazak Momodu, Christopher Jerry, Emmanuel Akpan

“…The Central Composite Design (CCD) experimental method systematically explored the response surface and optimizes the wear rate. …”
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Hybrid strategy enhanced crayfish optimization algorithm for breast cancer prediction by Yu-Jiong Li

“…Finally, an adaptive ternary optimization mechanism is introduced in the exploration phase: a curve growth acceleration factor is used to collaboratively guide global and individual optimal information, while a hybrid adaptive cosine exponential weigh dynamically adjusts the search intensity. …”
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Optimizing Feature Selection for IOT Intrusion Detection Using RFE and PSO by zahraa mehssen agheeb Alhamdawee

“…These results highlight the importance of feature selection in optimizing classifiers for IoT intrusion detection , and achieved perfect scores (1,00) across all metrics.The aim from this paper is to enhance intrusion detection in iot networks by designing adual stage feature selection method based on RFE and PSO.…”
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Tear substitution therapy optimization of dry eye syndrome and cataract patients by S. N. Sakhnov, S. V. Yanchenko, A. V. Malyshev, A. R. Ceeva, L. M. Petrosyan, O. A. Baskakov, G. L. Kolomiec

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