Dynamic heterogeneous network representation learning method based on Hawkes process by CHEN Lei, DENG Kun, LIU Xingyan

“…Firstly, the vector representation of nodes was obtained by utilizing the relational rotation encoding method and attention mechanism, where the attention coefficients of adjacent nodes were learned. Secondly, the optimal weighted combination of different meta-paths was learned to better captures the structural and semantic information of the network. …”
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Energy‐based PINNs for solving coupled field problems: Concepts and application to the multi‐objective optimal design of an induction heater by Marco Baldan, Paolo Di Barba

“…While most of the PINN algorithms in the literature minimize the local residual of the governing equations, there are energy‐based approaches that take a different path by minimizing the variational energy of the model. …”
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Research on Optimal Scheduling Strategy of Differentiated Resource Microgrid with Carbon Trading Mechanism Considering Uncertainty of Wind Power and Photovoltaic by Bin Li, Zhaofan Zhou, Junhao Hu, Chenle Yi

“…Finally, a low-carbon economy optimal scheduling strategy with the lowest total cost as the optimization goal is formed. …”
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A Study of the Spatial Effects of Financial Support and Economic Growth under Optimal Control of Nonlinear Generalized Complex Systems by Xuexue Tang

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Optimized Model Predictive Control for improving dynamic stability and steering accuracy in multi-axle cranes. by Abdulhakeem Muhammed Ali, Yusuf Abubakar Sha'aban, Ahmed Tijani Salawudeen, Zaharuddeen Haruna, Bilyamin Muhammad, Muhammed Bashir Mu'azu, Abdullah Alharthi

“…Simulation and performance evaluation of the optimized MPC for the steering system were carried out on a curved road path for three different driving speed scenarios (25, 45, and 65 km/h). …”
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An Improved Human Evolution Optimization Algorithm for Unmanned Aerial Vehicle 3D Trajectory Planning by Xue Wang, Shiyuan Zhou, Zijia Wang, Xiaoyun Xia, Yaolong Duan

“…Experimental comparative research on three different terrain environments and five traditional algorithms shows that the IHEOA not only exhibits excellent performance in terms of convergence speed and precision but also generates superior paths while demonstrating exceptional global optimization capability and robustness in complex environments. …”
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Structural optimization and direct reverse superplastic forming process for aluminum alloy multi cavities pallet by Zhihao Du, Xinhua Gao, Xiangxiang Dai, Guofeng Wang, Shuobing Chen, Congzheng Zhang, Liang Li

“…The argon gas pressure loading path was modified and the main body of the pallet was successfully manufactured by the direct-reverse SPF process. …”
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Fracture characteristics of reservoirs with different lithologies in marine-continental transitional facies and its influence on fracturing by ZHANG Wen, LIU Xiangjun, LIANG Lixi, XIONG Jian, WU Jianjun, LI Bing

“…It is of practical significance to clarify the fracture mechanics properties of reservoirs with different lithologies in marine-continental transitional facies to optimize the fracturing stimulation measures and improve the effect of fracture networks. …”
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Research on Reverse Search System of Intelligent Parking Lot by MA Jihui, WANG Lijie, ZHAO Yuanzhen, SUN Jianbo

“…Comparing the simulation results of path optimization in different environments, the improved A ∗ algorithm reduces the number of search nodes by 60% ~ 80% compared with the breadth first algorithm.…”
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Enhancing Spatial Legibility through Building Layout Optimization: The Case of Erbil City Shopping Malls by Sally Ghanim, Faris Mustafa

“…Results demonstrated significant improvements in spatial legibility through GA-optimized layouts, resulting in a substantial reduction in occlusivity, an increased visibility area, shorter path lengths, and reduced navigation times. …”
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Hybrid transformer and convolution iteratively optimized pyramid network for brain large deformation image registration by Xinxin Cui, Yuee Zhou, Caihong Wei, Guodong Suo, Fengqing Jin, Jianlan Yang

“…However, there are two main limitations in existing research: one is that it over-focuses on the fusion of multi-layer deformation sub-fields on the decoding path, while ignoring the impact of feature encoders on network performance; the other is the lack of specialized design for the characteristics of feature maps at different scales. …”
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Profile of Secondary Metabolite Compounds in Soybean (Glycine max L.) Leaves under Different Shading Treatments by Deddy Wahyudin Purba, Suswati Suswati

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Optimizing Superior Seed Bunches: A New Approach to Artificial Pollination with Machine Learning Models by Yabani Yabani, Retna Astuti Kuswardani

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Research on Differential Brain Networks before and after WM Training under Different Frequency Band Oscillations by Yin Tian, Huishu Zhou, Huiling Zhang, Tianhao Li

“…The results showed that after WM training, the subjects’ WM networks had higher clustering coefficients and shorter optimal path lengths than before training during the retention period. …”
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Design and Optimization of Optical NAND and NOR Gates Using Photonic Crystals and the ML-FOLD Algorithm by Alireza Mohammadi, Fariborz Parandin, Pouya Karami, Saeed Olyaee

“…Symmetrical waveguides are used for the input paths to make the structure relatively more straightforward to fabricate. …”
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Solving 0-1 Knapsack and Bin Packing Problem Using Logical Social Group Optimization by Rhiddhi Prasad Das, Junali Jasmine Jena, Suresh Chandra Satapathy, Naeem M. S. Hannoon

“…The 0-1 Knapsack Problem (KP) and Bin Packing Problem (BPP) are NP-hard combinatorial optimization challenges often tackled using metaheuristics. …”
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Straightness monitoring of scraper conveyor based on CUDA-accelerated dynamic programming and optimized panoramic stitching by LI Bo, SHI Shouyi, ZHANG Jianjun, XIA Rui, WANG Xuewen, CUI Weixiu, NI Qiang

“…CUDA was employed to accelerate the processing by assigning tasks such as Sobel operator reading, gradient computation, total energy difference calculation, loop initialization of weights and paths, and optimal seam finding to different threads. …”
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Temporal and Spatial Evolution and Driving Force Analysis of Water Conservation Function in Yunnan Province Based on Climate and Land Use Change by LIU Fengru, ZHAO Junsan, LIN Yilin, CHEN Guoping, ZHANG Longjiang, PENG Sufen

“…The framework can predict land use change and assess water conservation in the context of future climate change and different economic developments. Water conservation in Yunnan Province was evaluated based on the coupling scenarios of three shared socioeconomic paths and typical concentration paths (SSP1-1.9, SSP2-4.5, SSP5-8.5). …”
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Differentiated service and ant colony optimization based routing protocol for wireless multimedia sensor networks by Yan-jing SUN, Wei FANG, Wei-dong LIU, Chong MENG

“…There are many kinds of data in wireless multimedia sensor networks,which have different quality of service requirements.A novel routing protocol(DSACO)based on ant colony optimization was proposed.In the protocol,the time and energy spent on searching paths were reduced by limiting ants searching region after dividing the network into many layers.The protocol chose different paths for different kinds of data to meet the QoS requirements from the data.The simulation results show that the protocol provides better QoS for multimedia data and outperforms the other routing protocol in terms of data transmission average delay,packet loss rate and energy consumption.…”
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Differentiated service and ant colony optimization based routing protocol for wireless multimedia sensor networks by Yan-jing SUN, Wei FANG, Wei-dong LIU, Chong MENG

“…There are many kinds of data in wireless multimedia sensor networks,which have different quality of service requirements.A novel routing protocol(DSACO)based on ant colony optimization was proposed.In the protocol,the time and energy spent on searching paths were reduced by limiting ants searching region after dividing the network into many layers.The protocol chose different paths for different kinds of data to meet the QoS requirements from the data.The simulation results show that the protocol provides better QoS for multimedia data and outperforms the other routing protocol in terms of data transmission average delay,packet loss rate and energy consumption.…”
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