Suchergebnisse - attention‐based encoder‐decoder framework

Multivariate time series forecasting via attention-based encoder–decoder framework von Du, Shengdong, Li, Tianrui, Yang, Yan, Horng, Shi-Jinn

“… In this paper, we firstly propose a novel temporal attention encoder–decoder model to deal with the multivariate time series forecasting problem …”
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A Hybrid Short-Term Load Forecasting Framework with an Attention-Based Encoder–Decoder Network Based on Seasonal and Trend Adjustment von Meng, Zhaorui, Xu, Xianze

“… This paper proposes the seasonal and trend adjustment attention encoder–decoder (STA–AED), a hybrid short-term load forecasting approach based on a multi-head attention encoder …”
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Unsupervised change detection in PolSAR images using siamese encoder–decoder framework based on graph-context attention network von Yang, Zhifei, Wu, Yan, Li, Ming, Hu, Xin, Li, Zhikang

“… In this paper, we propose a graph-context attention-based siamese encoder–decoder network (GCA-SEDN) for unsupervised change detection in PolSAR images …”
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Deep-agriNet: a lightweight attention-based encoder-decoder framework for crop identification using multispectral images von Hu, Yimin, Meng, Ao, Wu, Yanjun, Zou, Le, Jin, Zhou, Xu, Taosheng

“… Furthermore, there is a lack of accurate recognition methods for non-large-scale crops. In this paper, we propose an improved encoder-decoder framework based on DeepLab v3 …”
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A Multi-View Attention-Based Encoder-Decoder Framework for Clustered Traveling Salesman Problem von Park, Jimin, Choi, Inguk, Kim, Hyun-Jung

“… To address these limitations, we propose a unified deep reinforcement learning framework to obtain a powerful and flexible CluTSP routing agent based on a novel multi-view attention-based encoder-decoder framework …”
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A novel intelligent health prediction method for lithium‐ion batteries within a variable voltage range von Tan, Xiaojun, Zhuang, Huanbiao, Song, Xinman, Wang, Huanyu, Fan, Yuqian

“… ‐based encoder‐decoder framework. First, based on a battery aging data set, multiple health features are extracted, and then the Conv1D layer is utilized to learn the local trends of these features …”
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AEDmts: An Attention-Based Encoder-Decoder Framework for Multi-Sensory Time Series Analytic von Fan, Jin, Wang, Hongkun, Huang, Yipan, Zhang, Ke, Zhao, Bei

“… , dynamic spatial-temporal correlations and external factors. In this paper, we propose an attention-based encoder-decoder framework for multi-sensory time-series analytic …”
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Attention-Based Feature Fusion Empowered Encoder-Decoder Framework for Nighttime Traffic Perception From High-Altitude Surveillance System von Cao, Qianxia, Shan, Zhenyu, Liu, Chenxi, Yan, Mingxin

“… In this study, we propose a novel lightweight model specifically for reliable traffic perception in low-light conditions, utilizing an encoder-decoder architecture …”
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Attention-Based Personalized Encoder-Decoder Model for Local Citation Recommendation von Dai, Tao, Cai, Xiaoyan, Zhang, Zeqing, Yang, Libin

“… ’ and citation context’s text content, completely neglecting other information. Inspired by the successful use of the encoder-decoder framework in machine translation, we develop an attention-based encoder-decoder (AED …”
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Video Summarization with Self-Attention Based Encoder-Decoder Framework von Feng, Xuming, Wang, Lei, Zhu, Yaping

“… This paper proposes an efficient supervised video summarization algorithm with self-attention based encoder-decoder network …”
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Short-term Wind Energy Forecasting Using Attention-based Encoder Decoder GRU Framework von Xue, Tao, Qu, Liang, Chen, Guibin, Wang, Dong, Yi, Zhongkai, Xu, Ying, Liu, Ya, Kuang, Honghui

“… To alleviate this problem, this paper proposes an attention-based encoder decoder neural network …”
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Online State-of-Health Estimation for Fast-Charging Lithium-Ion Batteries Based on a Transformer–Long Short-Term Memory Neural Network von Fan, Yuqian, Li, Yi, Zhao, Jifei, Wang, Linbing, Yan, Chong, Wu, Xiaoying, Zhang, Pingchuan, Wang, Jianping, Gao, Guohong, Wei, Liangliang

“… With the rapid development of machine learning and cloud computing, deep learning methods based on big data have been widely applied in the assessment of …”
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Attention-based encoder-decoder networks for workflow recognition von Zhang, Min, Hu, Haiyang, Li, Zhongjin, Chen, Jie

“… In this paper, we propose a novel workflow recognition framework to recognize the behavior of working subjects based on the well-designed encoder-decoder structure …”
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Multi-Hierarchical Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting von Li, Zilong, Ren, Qianqian, Chen, Long, Sui, Xiaohong, Li, Jinbao

“… ) to solve traffic flow forecasting problem. It adopts an attention-based encoder-decoder structure …”
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An efficient encoder-decoder network for the capacitated vehicle routing problem von Luo, Jia, Li, Chaofeng

“… In this work, we develop an efficient encoder-decoder framework, termed the residual graph convolutional encoder and multiple attention-based decoders (RGCMA …”
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A Multi-Head Self-Attention-based on GRU Encoder-Decoder Framework for Predicting Molten Iron Silicon Content von Cai, Yu, Yang, Chunjie, Lou, Siwei, Zeng, Zhenyu, Liao, Huanyu, Zhang, Bing

“… This paper proposes a multi-head self-attention-based gate recurrent unit encoder-decoder framework that can better extract global dynamic features and local features, improve prediction accuracy …”
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Attention-based Gate Recurrent Unit for remaining useful life prediction in prognostics von Lin, Ruiguan, Wang, Huawei, Xiong, Minglan, Hou, Zhaoguo, Che, Changchang

“… Then, a GRU network based on an encoder–decoder framework with an attention mechanism is proposed …”
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Attention Localness in Shared Encoder-Decoder Model For Text Summarization von Huang, Li, Wu, Hongmei, Gao, Qiang, Liu, Guisong

“… Most existing solutions typically relied on the standard attention-based encoder-decoder framework, where each token in the source article, including redundancy, would be contributed to the de-coder …”
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Tree-based data augmentation and mutual learning for offline handwritten mathematical expression recognition von Yang, Chen, Du, Jun, Zhang, Jianshu, Wu, Changjie, Chen, Mingjun, Wu, JiaJia

“… Recently, thanks to the successful application of the attention-based encoder-decoder framework, handwritten mathematical …”
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Video Summarization With Attention-Based Encoder-Decoder Networks von Ji, Zhong, Xiong, Kailin, Pang, Yanwei, Li, Xuelong

“… To this end, we propose a novel video summarization framework named attentive encoder-decoder networks for video summarization (AVS …”
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