Production scheduling with multi-robot task allocation in a real industry 4.0 setting by Zohreh Shakeri, Khaled Benfriha, Mohsen Varmazyar, Esma Talhi, Anthony Quenehen

“…Computational tests on various scales and real data from a manufacturing plant demonstrate the GA’s efficacy in solving complex scheduling problems in real-world production settings. Based on the data, the Proposed Genetic Algorithm (PGA), with an average Relative Deviation (ARD) of 0.25%, performed approximately 34% better compared to the Basic Genetic Algorithm (BGA), with an average ARD of 0.38%. …”
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Integrating Knowledge Graphs with Symbolic AI: The Path to Interpretable Hybrid AI Systems in Medicine by Maria-Esther Vidal, Yashrajsinh Chudasama, Hao Huang, Disha Purohit, Maria Torrente

“…Finally, we propose research directions to unlock their full potential in building robust, transparent, and widely adopted real-world applications.…”
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Two-Echelon Location-Routing Problem with Time Windows and Transportation Resource Sharing by Yong Wang, Yaoyao Sun, Xiangyang Guan, Yanyong Guo

“…The proposed optimization model and hybrid algorithm are tested by employing a real-world case of 2E-LRPTWTRS in Chongqing, China, and the optimization results verify the positive role of the developed model and algorithm in improving logistics efficiency, reducing operating cost, and saving transportation resources in the operations of two-echelon logistics networks.…”
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An innovative framework for incorporating iPhone LiDAR point cloud in digitized documentation of road operations by Srikulnath Nilnoree, Tsukasa Mizutani

“…Through a case study, the practicality and value of utilizing iPhone LiDAR technology in real-world scenarios are highlighted. The findings underscore how this technology can significantly enhance road maintenance operations and contribute to more efficient and effective management of road infrastructure. …”
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An Effective Manifold Learning Approach to Parametrize Data for Generative Modeling of Biosignals by Lorenzo Manoni, Claudio Turchetti, Laura Falaschetti

“…Experimental results both on synthetic and real-world data shown the effectiveness of the presented approach. …”
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QTFN: A General End-to-End Time-Frequency Network to Reveal the Time-Varying Signatures of the Time Series by Tao Chen, Yang Jiao, Lei Xie, Hongye Su

“…Finally, although the model is only trained by synthetic signals, both synthetic and real-world signals are tested to validate the generalization capability and superiority of the proposed QTFN.…”
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Spherical sustainability in construction and demolition: How aligned are policies, goals, regulations, markets, and stakeholder mindsets? by Mohammad Amin Havaei, Hassan Malekitabar

“…Considering the growing complexity and variety in construction methods, bridging the gap between theoretical models and real-world practices has become essential. This research addresses these challenges by covering 21 C&D-caused pollutants and identifying existing conflicts through a holistic framework encompassing the entire C&D lifecycle. …”
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Improved Localization and Recognition of Handwritten Digits on MNIST Dataset with ConvGRU by Yalin Wen, Wei Ke, Hao Sheng

“…These results establish new benchmarks for handwritten digit video prediction and provide practical solutions for real-world applications in digital education, document processing, and real-time handwriting recognition systems.…”
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Feature Selection with Graph Mining Technology by Thosini Bamunu Mudiyanselage, Yanqing Zhang

“…Many real world applications have problems with high dimensionality, which existing algorithms cannot overcome. …”
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Budget Impact Analysis of Treatment Flow Optimization in Epilepsy Patients: Estimating Potential Impacts with Increased Referral Rate to Specialized Care by Masaki Iwasaki, Takashi Saito, Akiko Tsubota, Tatsunori Murata, Yuta Fukuoka, Kazutaka Jin

“…Therefore, further research with reliable data such as big data analysis or a national survey with real-world treatment patterns is needed.…”
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Volatility characteristics and hyperspectral-based detection models of diesel in soils by Jihye Shin, Jaehyung Yu, Jihee Seo, Lei Wang, Hyun-Cheol Kim

“…Given the fact that this study is based on the largest number of samples with the longest observation period and models were developed excluding atmospheric absorption bands, the simple form of the spectral index makes it applicable to large-scale diesel pollution detection with hyperspectral scanners or narrow-band multispectral cameras in real-world cases.…”
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Fostering Interprofessional Education During Required Clerkships for Medical Students Across Regional Campuses by Stephanie Freed, Deborah R. Birnbaum, Jennifer Schwartz, Paul Ko, Megan Christman, Paul Wallach

“…It requires minimal to no resources, ensures comparability, and helps prepare students for real-world teamwork. …”
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Multivariate Deep Learning Approach for Electric Vehicle Speed Forecasting by Youssef Nait Malek, Mehdi Najib, Mohamed Bakhouya, Mohammed Essaaidi

“…The LSTM model training is performed upon a dataset collected from a traffic simulator based on real-world data representing urban itineraries. The proposed models are generated for univariate and multivariate scenarios and are assessed in terms of accuracy for speed forecasting. …”
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Stochastic black-box optimization using multi-fidelity score function estimator by Atul Agrawal, Kislaya Ravi, Phaedon-Stelios Koutsourelakis, Hans-Joachim Bungartz

“…Additionally, we showcase the algorithm’s efficacy in a complex real-world application, i.e. the optimization of a wind farm layout.…”
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Practicality of Student-Centered Assessment/Learning using Mathematics Modeling Process Worksheets to Improve the Quality of Education by Bambang Riyanto

“…In the analysis step, student analysis, curriculum, mathematical modeling and real world problems are implemented. Second step, design and product. …”
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An Infrared Small Moving Target Detection Method in Complex Scenes Based on Dual-Region Search by Huazhao Cao, Yuxin Hu, Ziming Wang, Jianwei Yang, Guangyao Zhou, Wenzhi Wang, Yuhan Liu

“…The experimental outcomes show that, compared to alternative algorithms, the proposed approach outperforms others in terms of detection accuracy and speed, particularly in diverse real-world complex scenarios.…”
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Mathematical Modelling of Disease Outbreak by Favour Christian, Matthew Molloy

“…The model was even able to be applied to real-world cases as in the 1978 influenza outbreak.…”
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A Comparative Study of Convolutional Neural Network and Transformer Architectures for Drone Detection in Thermal Images by Gian Gutierrez, Juan P. Llerena, Luis Usero, Miguel A. Patricio

“…The research focuses on real-world conditions and examines the performance of YOLOv9, GELAN, DETR, and ViTDet in different scenarios of the Anti-UAV Challenge 2023 dataset. …”
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DMR: disentangled and denoised learning for multi-behavior recommendation by Yijia Zhang, Wanyu Chen, Fei Cai, Zhenkun Shi, Feng Qi

“…Experimental results on two real-world datasets show the proposal can improve the performance of MBR models effectively, which achieves on average 3.12% on the Retailrocket dataset and 3.28% on the Beibei dataset over the performance of state-of-the-art baselines. …”
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Retrospective Analysis of Healthcare Resource Use, Treatment Patterns, and Treatment-related Events in Patients with Huntington’s Disease–associated Chorea Initiated on Tetrabenazi... by Victor W. Sung, Sanjay K. Gandhi, Victor Abler, Brian Davis, Debra E. Irwin, Karen E. Anderson, Ravi G. Iyer

“…**Objectives:** To characterize demographic and clinical characteristics of HD patients with chorea based on tetrabenazine use and examine treatment persistence with tetrabenazine in a real-world setting. **Methods:** Patients with a claim for HD-associated chorea (ICD-9-CM code 333.4) between 1/1/08 and 9/30/15 were selected from the MarketScan® Commercial and Medicare Supplemental databases. …”
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