A spiking photonic neural network of 40 000 neurons, trained with latency and rank-order coding for leveraging sparsity by Ria Talukder, Anas Skalli, Xavier Porte, Simon Thorpe, Daniel Brunner

“…Photonics provides a promising platform for SNNs due to the speed of excitable photonic devices standing in as neurons and the parallelism and low-latency of optical signal conduction. Here, we present a photonic SNN comprising 40 000 neurons using off-the-shelf components, including a spatial light modulator and a CMOS camera, enabling scalable and cost-effective implementations for photonic SNN proof of concept studies. …”
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Fusion of Multimodal Spatio-Temporal Features and 3D Deformable Convolution Based on Sign Language Recognition in Sensor Networks by Qian Zhou, Hui Li, Weizhi Meng, Hua Dai, Tianyu Zhou, Guineng Zheng

“…Secondly, we propose a 3D ResNet model based on deformable convolution (D-ResNet) to model complex spatial and temporal sequences in the original raw images. …”
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Soil Structure Analysis with Attention: A Deep-Learning-Based Method for 3D Pore Segmentation and Characterization by Italo Francyles Santos da Silva, Alan de Carvalho Araújo, João Dallyson Sousa de Almeida, Anselmo Cardoso de Paiva, Aristófanes Corrêa Silva, Deane Roehl

“…The method introduces a novel approach that combines attention at both channel and spatial levels, enhancing the segmentation and property estimation, providing valuable insights for a more detailed study of soil conditions. …”
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Spatiotemporal Evolution and Influencing Factors of Carbon Footprint in Yangtze River Economic Belt by Zhehan Shao, Xiaoshun Li, Jiangquan Chen, Yiwei Geng, Xuanyu Zhai, Ke Zhang, Jie Zhang

“…This study conducts precise regional carbon sink accounting and offers a new perspective on the quantitative analysis of carbon footprint drivers. …”
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UAV-Based Quantitative Assessment of Road Embankment Smoothness and Compaction Using Curvature Analysis and Intelligent Monitoring by Jin-Young Kim, Jin-Woo Cho, Chang-Ho Choi, Sung-Yeol Lee

“…The proposed method effectively identified poorly compacted zones and spatial inhomogeneity without interrupting construction. …”
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MFN: Multi-Scale Frequency Feature Fusion Network for Multi-Classification Image Segmentation by Ji Xiao, Li Jianfang, Zhao Peng, Li Xiaochen, Zhang Chengchun, Zheng Junyi, Pang Yonghui, Huang Xiangsheng

“…The network incorporates a hybrid attention module to enhance the importance of specific spatial points and strengthen feature dependencies between channels. …”
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Geochemical characteristics and evolution process for hot spring gas of the north-south graben system in Qinghai−Xizang Plateau by Sanyu QUAN, Yingchun WANG, Xin TANG, Jinlin ZHOU, Lu LUO, Rongcai SONG

“…While the hydrogeochemical characteristics of a single geothermal field in Qinghai−Xizang Plateau are well understood, the study of hot spring gases in various graben systems and their spatial characteristics and evolutionary processes, remains insufficiently explored. …”
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Drone-based 3D High-resolution Imagery for Barrier Island in Nakdong River Estuary by Sung-Hwan Park, Nam-Hoon Kim, Jun-Yong Park, Eui-Young Jeong

“…From June 2016 to July 2017, four drone surveys were conducted using the eBee fixed-wing drone, capturing high-resolution imagery of Doyodeung. …”
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Transmission Scheme with Limited Channel State Information Feedback for 3D MIMO System by Xing Li, Hui Zhao, Long Zhao, Wenxiu Zhao, Senyao Zheng

“…Three-dimensional (3D) multiple-input multiple-output (MIMO) system can exploit the spatial degree of freedom in vertical dimension and can significantly improve system performance compared with 2D transmission scheme. …”
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Evaluating the Ranikot formation in the middle Indus Basin, Pakistan as a promising secondary reservoir for development by Muhsan Ehsan, Rujun Chen, Muhammad Ali, Umar Manzoor, Syed Mohammad Naqi Naqvi, Abid Ali, Muyyassar Hussain, Kamal Abdelrahman, Jar Ullah

“…Several studies were conducted to delineate the true potential of the basin which were mostly limited to Cretaceous reservoirs only. …”
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Initial Parameters Affecting the Multilayer Doubly Curved Concrete Shell Roof by Thi My Dung Do, Thanh Quang Khai Lam, Thi Thu Nga Nguyen, Van Thuc Ngo, Hoang Hung Vu, Trong Chuc Nguyen, Van Duan Doan

“…Doubly curved shell roof structures have been widely studied and applied in civil buildings, because of their compressive capacity. As a spatial structure, it should increase the space, reduce the thickness of the shell, and create the architecture for the building. …”
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The Economic and Technological Challenges of the Agri-Development Implementation Model in the Case of the Wielkopolska Region in Poland by Leszek Wanat, Jan Sikora, Leszek Majchrzak, Łukasz Sarniak, Rafał Czarnecki, Karolina Smętkiewicz, Mateusz Ornoch

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Grouping Land Cover Using Orthophoto in Small Islands: An Application of Low-Cost UAV on Mansinam Island by Francine Hematang, Agustinus Murdjoko, Francina Kesaulija, Jonni Marwa, Antoni Ungirwalu

“…The results were also expected to support spatial planning or sustainable forest and environment management on Mansinam Island.…”
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Dual-timescale hierarchical MADDPG for Multi-UAV cooperative search by Jiancheng Liu, Siwen Wei, Bo Li, Tuo Wang, Wanlong Qi, Xingye Han, Gang Hou, Ke Li, Yuqing Lin, Dingrui Xue, Kexin Wang

“…Abstract Cooperative exploration conducted by multiple unmanned aerial vehicles (UAVs) facilitates parallelized reconnaissance over expansive territories, thereby optimizing the efficiency of target localization. …”
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Monocular 3D Multi-Person Pose Estimation for On-Site Joint Flexion Assessment: A Case of Extreme Knee Flexion Detection by Guihai Yan, Haofeng Yan, Zhidong Yao, Zhongliang Lin, Gang Wang, Changyong Liu, Xincong Yang

“…Leveraging advanced computer vision and deep learning techniques, this approach accurately captures and analyzes the spatial dynamics of workers’ postures, with a focus on detecting extreme knee flexion, a critical indicator of work-related musculoskeletal disorders (WMSDs). …”
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Design Features of a Removable Module Intended for Securing Containers When Transported in an Open Wagon by Alyona Lovska, Juraj Gerlici, Ján Dižo, Mykhailo Pavliuchenkov, Pavlo Rukavishnikov

“…It was established based on the preformed calculations that this optimization contributes to reducing the unit mass of the frame beam by 1.5% compared to using a typical rectangular profile. A spatial model of the removable module was built, and its strength was calculated considering the results of the optimization process. …”
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Joint Inversion of InSAR and GNSS for surface subsidence and terrestrial water storage anomalies of small-area in west-central Yunnan Province, China by Ming Shangguan, Jingyi Guo, Shuguang Wu, Xu Zhou, Rong Zou, Xin Zhang

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Material Balance Equation for Fractured Vuggy Reservoirs with Aquifer Multiples: Case Study of Fuman Oilfield by Xingliang Deng, Zhiliang Liu, Peng Wang, Zhouhua Wang, Peng Wang, Hanmin Tu, Jun Li, Yao Ding

“…To validate the model, physical experiments were conducted using cores with different fracture–vug configurations under five distinct aquifer multiples. …”
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LRD-RB: The First Large-Scale Dataset With Rotated Bounding Boxes for Automated Lunar Rockfall Detection by Dingruibo Miao, Jianguo Yan, Zhigang Tu, Jean-Pierre Barriot

“…We conducted systematic evaluations of several representative rotated object detection models on LRD-RB. …”
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Applicability of Multi-Sensor and Multi-Geometry SAR Data for Landslide Detection in Southwestern China: A Case Study of Qijiang, Chongqing by Haiyan Wang, Xiaoting Liu, Guangcai Feng, Pengfei Liu, Wei Li, Shangwei Liu, Weiming Liao

“…This study focuses on the Qijiang District of Chongqing, where we conduct a systematic evaluation of wavelength and observation geometry effects on InSAR-based landslide monitoring. …”
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