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积木式多倍显微物镜
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作者 田立龙 《云光技术》 1990年第2期29-30,共2页
关键词 显微物镜 积木式 多倍率
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任务驱动的轻量Transformer点云下采样方法
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作者 杨亚坤 王安红 冯泽文 《计算机工程与应用》 CSCD 北大核心 2023年第21期159-166,共8页
点云是一种重要的三维数据格式,能直观地描绘真实世界,然而点云的巨大数据量限制了其更加广泛的应用。为了简化点云并提高下游应用效率,提出了一种基于轻量级Transformer的任务驱动点云下采样方法。该网络包括特征提取模块和软采样模块... 点云是一种重要的三维数据格式,能直观地描绘真实世界,然而点云的巨大数据量限制了其更加广泛的应用。为了简化点云并提高下游应用效率,提出了一种基于轻量级Transformer的任务驱动点云下采样方法。该网络包括特征提取模块和软采样模块,在特征提取模块中采用最先进的Transformer模型学习点云特征,考虑到计算和存储资源有限,将其设计为轻量化结构;在软采样模块中利用MLP和Gumbel-Softmax来模拟实际采样过程,得到下采样点云。为使采样点云适合后续应用任务,构造了一个包含任务损失、采样损失和约束损失的联合损失函数用于网络端到端训练。此外,为简化训练并方便实际应用,在基于轻量化Transformer的任务驱动点云下采样网络的基础上,还提出了多倍率下采样方法,它采用渐进式结构,结合多组采样损失,实现一个模型得到多个采样率下的点云。通过在ModelNet40和ShapeNetCore55数据集上进行点云分类任务和重建任务实验表明,所提方法在简化点云数量的同时,分类精度和重建精度得到良好保证,尤其是下采样点数较少时,相比于同类算法,任务性能更高。 展开更多
关键词 三维点云 下采样 任务驱动 多倍率 TRANSFORMER
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基于Res-LSTM网络的多元化电池剩余容量实时预测 被引量:5
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作者 陈果 黄祺尧 张志宏 《智慧电力》 北大核心 2022年第7期29-36,共8页
针对储能系统电池容量实时预测中存在的电池新旧程度不一,放电倍率、采样间隔多样等多元化问题,提出了一种全新的基于安时残差连接的长短时记忆网络。通过进行多通道传感信号的特征变换,使其更适用于多元化电池放电的实时剩余容量预测... 针对储能系统电池容量实时预测中存在的电池新旧程度不一,放电倍率、采样间隔多样等多元化问题,提出了一种全新的基于安时残差连接的长短时记忆网络。通过进行多通道传感信号的特征变换,使其更适用于多元化电池放电的实时剩余容量预测。所提方法相比于常见基线方法误差降低了11.8%,并且在多倍率测试下方差较小,具有更高的鲁棒性。 展开更多
关键词 储能系统 电池剩余容量预测 安时积分估计法 信号特征处理 Res-LSTM神经网络 多倍率放电
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Power duality for multi-antenna OFDM system in broadcast channel with user scheduling
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作者 Feng SHE Han-wen LUO +1 位作者 Lei CHEN Hua XIA 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第2期215-224,共10页
This paper deals with design and analysis of user scheduling and power allocation for multi-antenna OFDM systems with DPC,ZF-DPC,ZF-BF and TDMA transmit strategies.We consider the general multi-user downlink schedulin... This paper deals with design and analysis of user scheduling and power allocation for multi-antenna OFDM systems with DPC,ZF-DPC,ZF-BF and TDMA transmit strategies.We consider the general multi-user downlink scheduling problem and power minimization with multi-user rate constraints.According to the channel state,it is shown that there is a power optimal policy which selects a subset of users in each scheduling interval.We present user selection algorithms for DPC,ZF-DPC,ZF-BF and TDMA for multi-antenna OFDM system in broadcast channels,and we also present the practical water-filling solution in this paper.By the selected users with the consideration of fairness,we derive the power optimization algorithm with multi-user rate constraints.We also analyze the power duality of uplink-downlink for the transmit strategies of DPC,ZF-DPC and ZF-BF.Simulation results show that the present user-scheduling algorithm and power minimization algorithm can achieve good power performance,and that the scheduling algorithm can guarantee fairness. 展开更多
关键词 Multiple-input multiple-output (MIMO) Orthogonal frequency division multiplexing (OFDM) Broadcast channel Multi-user diversity Dirty paper coding (DPC) Downlink scheduling
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Porous honeycomb-like C3N4/rGO composite as host for high performance Li-S batteries 被引量:7
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作者 Xiaomeng Bai Chunsheng Wang +4 位作者 Caifu Dong Chuanchuan Li Yanjun Zhai Weiwei Si Liqiang Xu 《Science China Materials》 SCIE EI CSCD 2019年第9期1265-1274,共10页
Lithium-sulfur (Li-S) batteries have attracted extensive attention along with the urgent increasing demand for energy storage owing to the high theoretical specific capacity and energy density, abundant reserves and l... Lithium-sulfur (Li-S) batteries have attracted extensive attention along with the urgent increasing demand for energy storage owing to the high theoretical specific capacity and energy density, abundant reserves and low cost of sulfur. However, the practical application of Li-S batteries is still impeded due to the low utilization of sulfur and serious shuttle-effect of lithium polysulfides (LiPSs). Here, we fabricated the porous honeycomb-like C3N4 (PHCN) through a hard template method. As a polar material, graphitic C3N4 has abundant nitrogen content (-58%), which can provide enough active sites to mitigate shuttle-effect, and then conductive reduced graphene oxide (rGO) was introduced to combine with PHCN to form PHCN/rGO composite in order to improve the utilization efficiency of sulfur. After sulfur loading, the PHCN/rGO/S cathode exhibited an initial discharge capacity of 1,061.1 mA h g^-1 at 0.2 C and outstanding rate performance at high current density of 5 C (495.1 mA h g^-1), and also retained 519 mA h g^-1, after 400 cycles at 1 C. Even at high sulfur loading (4.3 mg cm^-2), the capacity fade rate was only 0.16% per cycle at 0.5 C for 200 cycles. The above results demonstrate that the special design of PHCN/rGO composite as sulfur host has high potential application for Li-S rechargeable batteries. 展开更多
关键词 porous honeycomb-like graphitic C3N4 long cycleperformance lithium-sulfur batteries
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