Pansharpening via Multiscale Embedding and Dual Attention Transformers by Wensheng Fan, Fan Liu, Jingzhi Li

“…Learning and exploiting these various information raises a big challenge and limits the performance and efficiency of existing pansharpening methods. To solve this issue, we propose a pansharpening network based on multiscale embedding and dual attention transformers (MDPNet). …”
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Visual Active SLAM Method Considering Measurement and State Uncertainty for Space Exploration by Yao Zhao, Zhi Xiong, Jingqi Wang, Lin Zhang, Pascual Campoy

“…Optimality criteria are introduced to quantitatively evaluate the localization uncertainty. …”
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D2: An LLM agent driving end-to-end visual AI modeling in energy platforms by Yu Li, Qiaoqiao Zhao, Min Hou, Quansheng Bai, Xiyan Zou, Changle Xie, Chang Shu, Boyang Ma, Zhijin Li

“…D2 interprets natural language instructions, retrieves domain-relevant knowledge, orchestrates modeling workflows, and guides multi-step optimization processes, thereby lowering technical barriers and cognitive load for users. To quantitatively evaluate platform usability, a novel metric termed Cognitive-Operation Efficiency Ratio (COER) is proposed, capturing both task efficiency and cognitive effort. …”
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Multimodal brain network analysis reveals divergent dysconnectivity patterns during mental fatigue: A concurrent EEG-fMRI study by Kuijun Wu, Lingyun Gao, Zhao Feng, Ioannis Kakkos, Chuantao Li, Yu Sun

“…Specifically, MF-related deficiency in parallel information transmission was revealed in multiple EEG frequency bands, yet only local efficiency was altered in fMRI networks. Moreover, a convergent decrease of nodal efficiency mainly resided in the default mode network was found in both EEG and fMRI networks, indicating a decline in cognitive control capacity during mental fatigue. …”
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Evaluation of greenhouse gas emissions in subway tunnel construction by Yalin Guo, Chen Dong, Zheng Chen, Shulei Zhao, Wenhao Sun, Wei He, Lei Zhang, Yiyuan Wang, Nan Hu, Chun Guo

“…Strategies such as utilizing recycled materials and enhancing machinery efficiency can lead to significant emission reductions. …”
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An Advanced Approach for Predicting Workpiece Surface Roughness Using Finite Element Method and Image Processing Techniques by Taoming Chen, Chun Li, Zhexiang Zou, Qi Han, Bing Li, Fengshou Gu, Andrew D. Ball

“…By employing range and regression analyses methods, this study quantitatively evaluates the interdependencies among cutting parameters, forces, temperatures, and roughness, subsequently formulating a multivariate regression model to predict surface roughness. …”
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Structure–property models of organic compounds based on molecular graphs with elements of the spatial structures of the molecules by N. A. Shulaeva, M. I. Skvortsova, N. A. Mikhailova

“…Examples of the application of this method demonstrated its high efficiency. The method is suitable for any class of organic compounds and properties, which are quantitatively measured. …”
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A new method to improve 5G coverage of urban grid roads by Yejiang ZHANG, Jie CHEN, Jian HU, Xiaokang YANG, Yun LU, Teng LIANG

“…Urban grid road is an important use scenario for mobile communication users.Compared with other static scenes, UE mobility on the road leads to relatively poor customer perception.The traditional urban grid road test optimization has some pain points, such as incomplete regulation, low optimization efficiency, repeated work orders, no focus and so on.A new method to improve 5G coverage of urban grid roads was proposed.The proposed method introduces the concept of problem circle, realizes the effective aggregation of sporadic test problem points, and uses“aggregation degree” and “repetition degree” to quantitatively identify the priority of test problems.By introducing the concepts of “ideal azimuth” and “appropriate cell”, the method of the optimal coverage cell of the problem circle was proposed, which can effectively output the optimization scheme of the problem circle.This method has been deployed in the current network and effectively supports the test and optimization of urban grid roads.The 5G coverage rate has increased from 89.95% to 98.86%.…”
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Research on Visualization of Cylindrical Gear Hobbing Cutting Force and the Influence of Cutting Parameter on Hobbing Cutting Force by Xiaoqing Tian, Xinrong Zheng, Ruofeng Chen, Jiang Han, Lian Xia

“…The influence of different cutting parameter on hobbing cutting force is analyzed quantitatively. The predictive model helps to optimize the design of the gear hobbing process to improve the quality and efficiency of the machining and reduce the cost.…”
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Farmer Perception of Trees in a Semiarid Agroecological Zone by Eniola Ajibola Olowu, Ian Timothy Riley

“…Trees in upland, semiarid agroecological zones typically require water efficiency due to low rainfall, cold and dry temperatures as in Niğde Province, Central Anatolia, Türkiye. …”
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Alpha-Stable Distribution and Multifractal Detrended Fluctuation Analysis-Based Fault Diagnosis Method Application for Axle Box Bearings by Qing Xiong, Weihua Zhang, Yanhai Xu, Yiqiang Peng, Pengyi Deng

“…Currently, the regular maintenance of axle box bearings mainly depends on manual off-line inspection, which has low working efficiency and precision of fault diagnosis. In order to improve the maintenance efficiency and effectiveness of railway vehicles, this study proposes a method of integrating the vibration monitoring system of the axle box bearing in the underfloor wheelset lathe, where the integration scheme and work flow of the system are introduced followed by the detailed fault diagnosis method and application examples. …”
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A 3-D Parallel Method of PSTD-Based Reverse Time Migration of GPR Data by Lingjia Huang, Bowen Ma, Qinghua Huang

“…Numerical tests also show quantitatively that the computation time and efficiency of the proposed parallel PSTD-based RTM method are significantly superior to those of the RTM algorithm based on the popular parallel finite difference time domain (FDTD) method. …”
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_maria_: A novel simulator for forecasting (sub-)mm observations by J. van Marrewijk, T. W. Morris, T. Mroczkowski, C. Cicone, S. Dicker, L. Di Mascolo, S. K. Haridas, J. Orlowski-Scherer, E. Rasia, C. Romero, J. Würzinger

“…Submillimeter single-dish telescopes offer two key advantages compared to interferometers: they can efficiently map larger portions of the sky and recover larger spatial scales. …”
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Quality Dimensions for Automatic Assessment of Structured Cyber Threat Intelligence Data by Algimantas Venčkauskas, Vacius Jusas, Dominykas Barisas

“…Extensive experiments on real datasets demonstrate that our proposed method can quantitatively and efficiently assess CTI data quality.…”
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Comparative analysis between radioactive seed localization and wire-guided for non-palpable breast cancer surgery by Hortência de Jesus Ferreira, Carlos Alberto Zeituni, Maria Eduarda Zaganin Rigo, Hamona Novaes dos Santos, Wilmmer Alexander Arcos Rosero, Guilherme Favato Alcantara, Maria Elisa Chuery Martins Rostelato

“…The selected studies were evaluated for their methodological quality; the data were then collected and quantitatively synthesized. The results comprised thirty-eight studies that match the eligibility criteria. …”
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Experimental study on pedestrian evacuation characteristics through building bottleneck group structure by Huakai Sun, Kai Zhu, Guannan Wang, Haihang Hu, Ping Guo, Ke Wu, Tianhang Zhang

“…Then this study quantitatively investigates the impact of bottleneck width and distance on spatiotemporal characteristics through model fitting analysis. …”
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En route for molecular dynamics simulation of a living cell by Yibo Wang, Cong Zhang, Ke Tang, Xiaohui Wang

“…Creating an in silico all-atom whole-cell model for molecular dynamics (MD) simulation is one of the best ways to quantitatively understand the basic structure and function of cells in terms of the laws of physics and chemistry. …”
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Spatial Resolution of a small animal PET scanner using 68Ga isotope by Victoria M. Garcia, A. C. M. Silva, Rodrigo Modesto Gadelha Gontijo, Andréa Vidal Ferreira

“…The analysis of the 68Ga-PET images of the simulator was carried out qualitatively and quantitatively and revealed that the spatial resolution of the system using the 68Ga is 3.5 mm.…”
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Study on Rotation and Scaling Invariance of Retina-Like Imaging by Qun Hao, Mingyuan Tang, Jie Cao, Saad Rizvi, Huan Cui, Zhimin Wu

“…Currently, there is no effective method to quantitatively estimate the effects from this mismatch. …”
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Study on dust distribution characteristics and dust-cleaning optimization during the pulse cleaning process for the uniseriate filter cartridges by Fan GENG, Xinyue FENG, Shihang LI, Linlin LI, Kun YANG

“…Both found that the installation of a diffuser was conducive to improve the dust cleaning efficiency in the upper area of the filter cartridge. …”
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