Optimization of acousto-ultrasonic sensor networks using genetic algorithms based on experimental and numerical data sets by Ryan Marks, Alastair Clarke, Carol A Featherston, Rhys Pullin

“…This approach employs a novel multi-sensor site strategy which is difficult to achieve with physical transducers. Different excitation frequencies and source–damage–sensor paths were considered. …”
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Reinforcement Learning-Based Augmentation of Data Collection for Bayesian Optimization Towards Radiation Survey and Source Localization by Jeremy Marquardt, Leonard Lucas, Stylianos Chatzidakis

“…Maintaining the explainability while increasing the efficiency of the search has been found possible by including the high uncertainty data that is picked up while the agent is in transit. Now that the paths of transit matter to data acquisition they could be optimized as well. …”
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Dual-Resource Optimization Configuration and Collaborative Scheduling for Flexible Job Shop Under Worker Flexibility Constraints by Zijie Ren, Hongyi Qu, Mejdl Safran, Jiafu Wan

“…This paper focuses on achieving resource allocation via personnel flexibility quantification and dual-resource collaborative scheduling optimization. A method based on the worker ability matrix, proficiency, and skill level coefficients is introduced to quantify and evaluate worker flexibility and individual differences. …”
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Optimal selection of high-production well targets for fault-controlled fractured-vuggy reservoir in Shunbei oil and gas field, Tarim Basin by Lijun GAO, Haiying LI, Wei GONG, Wei YANG, Hongyan LI

“…Existing reservoir characterization, target selection, and well trajectory design technologies are inadequate for the precise delineation of ultra-deep fault-controlled fractured-vuggy systems and high-yield well trajectory optimization. Through comparative analysis of the internal structural characteristics and seismic response variations of different regions and different types of strike-slip fault zones, integrated with actual well seismic calibration statistics and forward modeling, this study established a robust seismic identification model for high-yield and stable production wells. …”
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Public Vitality-Driven Optimization of Urban Public Space Networks—A Case Study from Nanjing, China by Ning Xu, Xiao Zhang, Pu Wang

“…In this study, we have assessed current public space services and their development potential from a number of different angles, developing a digital approach for optimizing the urban layout. …”
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Evolutionary Artificial Intelligence Algorithm for Optimizing Step Phase Detection Based on Foot-Mounted Triaxial Accelerometer Data by P. A. Khmarskiy

“…Experiments involving walking along a closed square path confirmed the high accuracy and robustness of the proposed method: the match between the optimized and reference trajectories demonstrates the practical applicability of the approach for precise gait reconstruction under different conditions. …”
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Research Status and Development Trends of Deep Reinforcement Learning in the Intelligent Transformation of Agricultural Machinery by Jiamuyang Zhao, Shuxiang Fan, Baohua Zhang, Aichen Wang, Liyuan Zhang, Qingzhen Zhu

“…It highlights the technical advantages of DRL by integrating typical experimental outcomes, such as improved path-tracking accuracy and optimized spraying coverage. …”
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Eco-friendly pH monitoring in aquaculture: A comparative study of biomass waste extracts with different setup designs by Farhad Nadi, Elham Fazel Najafabadi, Hajar Rastegari

“…Maintaining optimal water quality is critical for the success of aquaculture operations, where pH monitoring plays a pivotal role. …”
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Optimization of a direct-detection UV wind lidar architecture for 3D wind reconstruction at high altitude by T. Boulant, T. Michel, M. Valla

“…To reconstruct the vertical and lateral wind on the flight path, the lidar is directed along four different directions to measure four different projections of the wind. …”
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Multi-objective optimization of lithium-ion battery designs considering the dilemma between energy density and rate capability by Xiao-Ying Ma, Wen-Ke Zhang, Ying Yin, Kailong Liu, Xiao-Guang Yang

“…Cell design parameters are optimized at different temperatures using the most balanced optimization method. …”
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A New Methodology for the Multilayer Tight Oil Reservoir Water Injection Efficiency Evaluation and Real-Time Optimization by Lin Cao, Jianlong Xiu, Hongjie Cheng, Hui Wang, Shujian Xie, Hui Zhao, Guanglong Sheng

“…Based on the INSIM (interconnection-based numeric simulation model), a connected network model, a new method is designed to evaluate the water injection efficiency of different layers in water flooding reservoirs and to optimize the injection-production system to produce more oil. …”
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Sustainable Urban Mobility: Corridor Optimization to Promote Modal Choice, Reduce Congestion, and Enhance Livability in Hyderabad, Pakistan by Mehnaz Soomro, Irfan Ahmed Memon, Imtiaz Ahmed Chandio, Saima Kalwar, Hina Marvi, Aneel Kumar, Afraz Ahmed Memon

“…This research aims to optimize corridors in Hyderabad, Sindh, to encourage various transportation options, such as the BRT system and Peoples Bus Service, to reduce congestion and enhance livability by developing and accessing different methods and strategies. …”
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Optimization of jujube (Ziziphus jujuba Mill) harvesting parameters based on finite element simulation and response surface methodology by Xiangdong Xu, Lin Chen, Hewei Meng, Chengsong Li, Jiangtao Qi, Jie Zhang, Yaping Li, Za Kan

“…The resonance frequencies of the measuring points on different branches are mostly close, but the frequencies of the maximum peaks on different paths are different, which is often related to the branch path. …”
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Disaster-causing mechanism and prevention and control vision orientation of different types of coal seam floor water disasters in China by Yifan ZENG, Huicong ZHU, Qiang WU, Houzhu WANG, Xianjie FU, Tieji WANG, Xirui WANG, Jiulin FAN, Rongjie HU, Xiangjun CAI, Xuedong KAN, Shengbao GAO

“…At the same time, with the optimization and regulation of coal resource development layout, the negative orientation of coal seam floor water damage is becoming more and more significant. …”
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Stochastic Planning of Synergetic Conventional Vehicle and UAV Delivery Operations by Konstantinos Kouretas, Konstantinos Kepaptsoglou

“…This research incorporates ground and air uncertainties: travel times are assumed for conventional vehicles, while UAV paths are affected by weather conditions and restricted flying zones. …”
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Aegle marmelos Mediated Green Synthesis of Different Nanostructured Metal Hexacyanoferrates: Activity against Photodegradation of Harmful Organic Dyes by Vidhisha Jassal, Uma Shanker, B. S. Kaith

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Eye movements in response to different cognitive activities measured by eyetracking: a prospective study on some of the neurolinguistics programming theories by Mathieu Marconi, Noélia Do Carmo Blanco, Christophe Zimmer, Alice Guyon

“… The eyes are in constant movement to optimize the interpretation of the visual scene by the brain. …”
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Evaluating the Impact of Near-Natural Restoration Strategies on the Ecological Restoration of Landslide-Affected Areas Across Different Time Periods by Sibo Chen, Jinguo Hua, Wanting Liu, Siyu Yang, Wenli Ji

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Multi-stage Dynamic Plan of Regional Integrated Energy System Considering Medium and Long-Term Carbon Emission Reduction Constraints by Xiaofei WANG, Hongbo REN, Qiong WU, Qifen LI

“…The model can preset flexible stage division rules and different carbon emission reduction modes, and the optimal equipment allocation scheme is obtained by using a mixed integer linear programming method with the objective of minimizing the overall regional energy supply cost in the planning cycle. …”
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Analysis of Numerical Instability Factors and Geometric Reconstruction in 3D SIMP-Based Topology Optimization Towards Enhanced Manufacturability by Longbao Chen, Ding Zhou

“…The advancement of topology optimization (TO) and additive manufacturing (AM) has significantly enhanced structural design flexibility and the potential for lightweight structures. …”
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