Domain-Separated Quantum Neural Network for Truss Structural Analysis with Mechanics-Informed Constraints by Hyeonju Ha, Sudeok Shon, Seungjae Lee

“…Independent quantum circuits are assigned to each separate domain, and a mechanics-informed loss function based on the force method is formulated within a Lagrangian dual framework to embed physical constraints directly into the training process. …”
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Pemeriksaan Operasional Terhadap Aktivitas Produksi Percetakan Koran Pikiran Rakyat Untuk Meningkatkan Efektivitas dan Efisiensi Aktivitas Produksi by Felina Kusnakhin, Melissa Isabella Senastra

“…An optimal production isn’t only a timely production, but also a production that can minimize its waste. …”
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Inpatient Length of Stay and Mortality Prediction Utilizing Clinical Time Series Data by Junde Chen, Mason Li, Miles Milosevich, Tiffany Le, Andrew Bahsoun, Yuxin Wen

“…This innovative architecture allows for comprehensive feature extraction, where the CNN and residual blocks enhance clinical data features, the FCN and LSTM separately extract spatial and temporal features, and the self-attention mechanism focuses on pertinent information while filtering out noise. By optimizing the loss function to address class imbalance and overfitting, our model ensures robust and accurate predictions. …”
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A Security Evaluation Method for Cyber Physical Distribution System Considering Influence of Information Failure by Xiao LI, Jianbing XU, Manli LI, Ming NI, Heqin TONG

“…Secondly, a mathematical model is built for distribution network fault recovery with the minimized load loss power as the objective function, and the optimal switch action strategy under power failure is obtained. …”
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An Analytic Policy Gradient-Based Deep Reinforcement Learning Motion Cueing Algorithm for Driving Simulators by Xiaowei Huang, Xuhua Shi, Peiyao Wang, Hongzan Xu, Xiaojun Tang, Gaoran Zhang

“…As the prediction horizon increases, the algorithm demonstrates superior computational efficiency, which helps reduce the incidence of motion sickness during the use of the driving simulator. Third, a loss function specifically designed for the motion simulator is proposed. …”
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Classification Based on the Support Vector Machine for Determining Operational Targets for Controlling Electricity Usage With Conventional Meters: A Case Study of Industrial and Bu... by Galih Arisona, Alief Pascal Taruna, Dwi Irwanto, Arif Bijak Bestari, Wildan Juniawan

“…This optimized model contributes to improving PLN’s operational efficiency, offering more accurate identification of electricity theft cases, leading to substantial financial savings by reducing losses from unpaid consumption. …”
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Alveolar Socket Sealing Using Mucosal Grafts for Alveolar Ridge Preservation by Nurul Ain Binti Mohamed Yusof, Rusmizan bin Yahaya, Yuhaniz bt Ahmad Yaziz

“…Alveolar Ridge Preservation (ARP) is a surgical procedure aimed at minimizing bone loss following tooth extraction. It helps reduce the need for more complex treatments and optimizes outcomes for future prosthetic replacements of missing teeth. …”
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WISP: Workframe for Interferogram Signal Phase-Unwrapping by Timofey F. Khirianov, Aleksandra I. Khirianova, Egor V. Parkevich, Ilya Makarov

“…A key contribution is the proposed loss function for isophase fitting, which directly optimizes curve quality and enhances reconstruction accuracy. …”
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The Relevance and Potential Role of Orbital Fat in Inflammatory Orbital Diseases: Implications for Diagnosis and Treatment by Prince Dadson, Peter Ngum, Luis Eduardo Juarez-Orozco, Michael Ntodie, Piotr Loba

“…Typical signs and symptoms of orbital inflammation include swelling, redness, pain, discomfort, and potential loss of function. The role of orbital fat in the pathogenesis of inflammatory orbital diseases has not been fully explored. …”
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Decoupling and Collaboration: An Intelligent Gateway-Based Internet of Things System Architecture for Meat Processing by Jun Liu, Chenggang Zhou, Haoyuan Wei, Jie Pi, Daoying Wang

“…The experimental results indicate that the model’s accuracy on the test set is 99.8%, with a loss function value of 0.019. Building upon these results, this paper presents an experimental platform for real-time pork freshness detection, implemented by deploying the model on an intelligent gateway. …”
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ACCDW-YOLO: an effective detection method for small-sized pests and diseases in navel oranges by Kai Wang, Youliang Chen, Hanzheng Sun

“…The Wise Intersection over Union version 3 (WIoUv3) loss function was used to reduce the competitiveness of high-quality anchor boxes, reduce the harmful gradients generated by low-quality samples, and improve the overall performance of the model. …”
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A Study on Small-Scale Snake Image Classification Based on Improved SimCLR by Lingyan Li, Ruiqing Kang, Wenjie Huang, Wenhui Feng

“…A hierarchical window attention mechanism is introduced into the encoder network to enhance feature extraction. In the loss function, a supervised contrastive mechanism is introduced to exclude false negative samples using label information, which helps reduce representation noise and enhance training stability. …”
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A novel multi-class classification method for arrhythmias using Hankel dynamic mode decomposition and long short-term memory networks by Chuchu Liang, Majid Khan Majahar Ali, Lili Wu

“…The LSTM model is optimisation is performed by minimising the cross-entropy loss function, setting the maximum number of iterations to 60 and using an early stopping strategy to avoid overfitting. …”
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A Comparative Study on the Carbonization of Chitin and Chitosan: Thermo-Kinetics, Thermodynamics and Artificial Neural Network Modeling by Melis Alpaslan Takan, Gamzenur Özsin

“…In this work, we aim to develop an ANN model to estimate weight loss as a function of temperature and heating rate during the carbonization of chitin and chitosan. …”
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Methodologies for Improved Optimisation of the Derivative Order and Neural Network Parameters in Neural FDE Models by Cecília Coelho, M. Fernanda P. Costa, Oliver Niggemann, Luís L. Ferrás

“…One approach is based on regulating the gradient magnitude of the loss function with respect to <inline-formula><math display="inline"><semantics><mi>α</mi></semantics></math></inline-formula>, encouraging more stable and effective updates. …”
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Tomato ripeness detection method based on FasterNet block and attention mechanism by Ming Chen, Yixuan Xu, Wanxiang Qin, Yan Li, Jiyang Yu

“…Furthermore, the generalized intersection over union loss function is employed to introduce a target box overlap metric, optimizing the object localization process and improving the precision of fruit positioning. …”
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A customized image editing framework for diverse prohibited and restricted products in illegal online transactions by Wenjin Liu, Jingyu Zou, Shudong Zhang, Ning Luo, Haoming Liu

“…This framework integrates three novel components: (1) a PR-adapter that optimizes image prompts through image augmentation and compression representation techniques; (2) a text description generator combining the CLIP model and a multimodal large language model (MobileVLM) to generate more precise textual descriptions of images; and (3) an image generator, including a new loss function designed to fine-tune the stable diffusion model, enabling a better understanding of text semantics and generating images that more closely align with the textual descriptions. …”
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CT IMAGING IN THE ELDERLY: ADDRESSING CHALLENGES AND ENHANCING DIAGNOSTIC ACCURACY by Uliana Pidvalna, Ihor Romaniuk, Anna Voitovych, Marianna Mirchuk

“…Implementing complex solutions for optimizing CT imaging might improve the diagnostic outcomes and patient experience.…”
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Anatomical-Based Diagnosis and Filler Injection Techniques: Lips and Philtrum by Gi-Woong Hong, Wonseok Choi, Song-Eun Yoon, Jovian Wan, Kyu-Ho Yi

“…The complex structure of the lips, including multiple layers of skin, muscle, and mucosa, contributes to their unique appearance and function. Age-related changes, such as volume loss, thinning of the vermilion border, and flattening of the philtrum, significantly impact lip aesthetics. …”
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Direct and indirect pathways linking the Lon protease to motility behaviors in the pathogen Pseudomonas aeruginosa. by Aswathy Kallazhi, Anamika Rahman, Ute Römling, Kristina Jonas

“…In the opportunistic pathogen Pseudomonas aeruginosa, lon loss-of-function mutants exhibit multiple phenotypic defects in motility, virulence, antibiotic tolerance and biofilm formation. …”
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