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基于Encoder-Decoder结构和时间嵌入的光伏功率预测模型
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作者 利金生 朱炜义 +1 位作者 张彤 辛敏 《桂林电子科技大学学报》 2025年第5期459-465,共7页
针对光伏发电功率间歇性和波动性带来的电网安全运行问题,提出一种基于Encoder-Decoder结构和时间嵌入的短期单步光伏功率预测模型。在Encoder层利用LSTM(long short-term memory)单元提取光伏发电功率的特征,通过引入多头注意力机制来... 针对光伏发电功率间歇性和波动性带来的电网安全运行问题,提出一种基于Encoder-Decoder结构和时间嵌入的短期单步光伏功率预测模型。在Encoder层利用LSTM(long short-term memory)单元提取光伏发电功率的特征,通过引入多头注意力机制来加强对输入序列中重要信息的关注。在Decoder层加入差值嵌入和时间嵌入,结合Encoder层的输出进行单步预测。采用平均插值法、降采样和z-score标准化处理原始数据,在不同气象类型下对多个模型进行对比分析。实验结果表明,在均方误差(MSE)、平均绝对误差(MAE)和均方根误差(RMSE)三种评价指标上,本模型在不同的气象条件下均优于其他2种对比模型;并且在多云天气下,本模型与其他模型相比,MSE、MAE、RMSE分别降低了34.7%、27.5%、16.6%,具有更高的预测精度和较强的鲁棒性。 展开更多
关键词 光伏发电 短期功率预测 编解码 时间嵌入 注意力机制
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A Method for Detecting Adhesive Related-Factors of Streptococcus suis Serotype 2 by Real-time PCR 被引量:1
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作者 汪伟 何孔旺 +9 位作者 倪艳秀 周俊明 张雪寒 俞正玉 吕立新 茅爱华 温立斌 王小敏 李彬 郭容莉 《Agricultural Science & Technology》 CAS 2013年第10期1378-1382,共5页
[Objective] This study aimed to establish a method for quantitative detection of mRNA transcriptional level of SS2 adhesive related-factors of Streptococcus suis serotype 2 (SS2) by fluorescent quantitative PCR. []V... [Objective] This study aimed to establish a method for quantitative detection of mRNA transcriptional level of SS2 adhesive related-factors of Streptococcus suis serotype 2 (SS2) by fluorescent quantitative PCR. []Vlethod] The gene fragments en- coding SS2 adhesive related-factors MRP, FBPS and CPS2J and a housekeeping gene aroA were amplified by reverse transcription PCR from the total RNA of SS2, cloned, and sequenced. The recombinant plasmids containing the target genes were constructed, and used as templates in Real-time PCR. [Result] Dynamic curves, stan- dard curves and melting curves of the adhesive related-factors and aroA were ob- tained by the optimized Real-time PCR system. The standard curves showed a good linear relationship between template copy number and circulation number, and the correlation coefficients (FF) of the standard curves were over 0.995. Also, these as- says were highly specific a^d there was single specific melting peak for every gene. Moreover, the assays were highly sensitive and had a detection limit of 1.0×102 copies in 1 μl of initial templates. Finally, it was highly repeatable and had a coeffi- cient of variation less than 2% for intra-assay. [Conclusion] This study will provide a way to reveal the adhesion mechanism of SS2 to different host cells at molecular level. 展开更多
关键词 Streptococcus suis serotype 2 Adhesive related-factors (adhesins) real- time PCR
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基于Encoder-Decoder LSTM的电梯制动滑移量预测方法研究 被引量:2
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作者 苏万斌 江叶峰 +1 位作者 徐彪 易灿灿 《机械制造与自动化》 2022年第6期28-31,共4页
电梯曳引系统的可靠性是电梯安全性能评估中的重要部分,紧急制动滑移量是其重要反映指标,对滑移量进行时序预测能有利保证电梯安全,具有重要意义。采用结合Encoder-Decoder的LSTM模型学习电梯紧急制动滑移量的增长过程,进行多步预测来... 电梯曳引系统的可靠性是电梯安全性能评估中的重要部分,紧急制动滑移量是其重要反映指标,对滑移量进行时序预测能有利保证电梯安全,具有重要意义。采用结合Encoder-Decoder的LSTM模型学习电梯紧急制动滑移量的增长过程,进行多步预测来获得未来区间内滑移预测数据。通过与RNN和LSTM模型预测结果的对比,表明Encoder-Decoder LSTM模型针对电梯紧急制动滑移量的预测具有较好的精度,可以作为电梯曳引能力评估的重要手段。 展开更多
关键词 电梯 LSTM 编码器-解码器 滑移量 时间序列 多步预测
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A Novel Decoder Based on Parallel Genetic Algorithms for Linear Block Codes
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作者 Abdeslam Ahmadi Faissal El Bouanani +1 位作者 Hussain Ben-Azza Youssef Benghabrit 《International Journal of Communications, Network and System Sciences》 2013年第1期66-76,共11页
Genetic algorithms offer very good performances for solving large optimization problems, especially in the domain of error-correcting codes. However, they have a major drawback related to the time complexity and memor... Genetic algorithms offer very good performances for solving large optimization problems, especially in the domain of error-correcting codes. However, they have a major drawback related to the time complexity and memory occupation when running on a uniprocessor computer. This paper proposes a parallel decoder for linear block codes, using parallel genetic algorithms (PGA). The good performance and time complexity are confirmed by theoretical study and by simulations on BCH(63,30,14) codes over both AWGN and flat Rayleigh fading channels. The simulation results show that the coding gain between parallel and single genetic algorithm is about 0.7 dB at BER = 10﹣5 with only 4 processors. 展开更多
关键词 CHANNEL Coding Linear Block Codes META-HEURISTICS PARALLEL Genetic ALGORITHMS PARALLEL decoding ALGORITHMS time Complexity Flat FADING CHANNEL AWGN
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Design and Implementation of Single Chip WCDMA High Speed Channel Decoder
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作者 徐友云 Li +6 位作者 Zongwang Ruan Ming Luo Hanwen Song Wentao 《High Technology Letters》 EI CAS 2001年第2期19-23,共5页
A memory and driving clock efficient design scheme to achieve WCDMA high-speed channel decoder on a single XILINX’ XVC1000E FPGA chip is presented. Using a modified MAP algorithm, say parallel Sliding Window logarith... A memory and driving clock efficient design scheme to achieve WCDMA high-speed channel decoder on a single XILINX’ XVC1000E FPGA chip is presented. Using a modified MAP algorithm, say parallel Sliding Window logarithmic Maximum A Posterior (PSW-log-MAP), the on-chip turbo decoder can decode an information bit by only an average of two clocks per iteration. On the other hand, a high-parallel pipeline Viterbi algorithm is adopted to realize the 256-state convolutional code decoding. The final decoder with an 8×chip-clock (30 72MHz) driving can concurrently process a data rate up to 2 5Mbps of turbo coded sequences and a data rate over 400kbps of convolutional codes. There is no extern memory needed. Test results show that the decoding performance is only 0 2~0 3dB or less lost comparing to float simulation. 展开更多
关键词 WCDMA Turbo code PSW-log-MAP algorithm Viterbi algorithm FPGA
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利用编码器-解码器的温室温湿度长序列预测
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作者 盖荣丽 王鹏飞 +1 位作者 郭志斌 段立明 《小型微型计算机系统》 北大核心 2026年第1期89-96,共8页
针对现有温湿度预测模型难以充分考虑温室温湿度数据本身的复杂非线性特征和长期依赖关系,导致模型在实际应用中预测精度不足问题,本文提出了一种基于编码器-解码器架构的多层结构温湿度预测模型.模型通过卷积运算对数据进行多尺度转换... 针对现有温湿度预测模型难以充分考虑温室温湿度数据本身的复杂非线性特征和长期依赖关系,导致模型在实际应用中预测精度不足问题,本文提出了一种基于编码器-解码器架构的多层结构温湿度预测模型.模型通过卷积运算对数据进行多尺度转换和特征提取,并使用改进的双向限制性耦合长短期记忆网络(Bidirectional Restrictive Coupled Long-Short Term Memory,BiRCLSTM)优化了信息传递机制,同时运用多头注意力机制从不同的表示子空间中捕捉信息,最终实现了长序列多变量温室温湿度数据的精确预测.在自建温湿度数据集中,该模型的预测误差明显优于基线模型,并且该模型还在3个公共数据集上进行了不同时间分辨率的预测实验,综合实验结果表明,本文模型在温室温湿度预测中具有更高的精度和良好的泛化性能. 展开更多
关键词 温湿度预测 长时间序列 多变量特征 编码器-解码器 长短期记忆网络
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星地场景下基于RM编码的OTFS系统峰均比抑制方法
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作者 宋强健 张馨月 朱立东 《中国空间科学技术(中英文)》 北大核心 2026年第1期24-35,共12页
正交时频空(Orthogonal Time Frequency Space,OTFS)调制因其在高多普勒频偏环境下的可靠传输能力,已成为低轨卫星等高动态通信场景的关键技术。然而,作为多载波调制技术,OTFS信号的高峰均功率比(Peak-to-Average Power Ratio,PAPR)易... 正交时频空(Orthogonal Time Frequency Space,OTFS)调制因其在高多普勒频偏环境下的可靠传输能力,已成为低轨卫星等高动态通信场景的关键技术。然而,作为多载波调制技术,OTFS信号的高峰均功率比(Peak-to-Average Power Ratio,PAPR)易导致功放进入非线性工作状态,产生信号失真,影响通信可靠性和稳定性。格雷互补序列因其特殊的定义,使得该序列的最大峰均比不超过3 dB。基于里德-穆勒(Reed-Muller,RM)编码与格雷互补序列之间的特殊联系,提出了一种基于RM编码的OTFS系统的峰均功率比抑制方法。在发射端,首先利用RM编码将原始比特流序列编码转换为格雷互补序列形式,再进行星座映射与OTFS调制,得到低峰均功率比的发射信号。在接收端,为了实现对这种特殊编码信号的准确译码,设计了一种两步级联译码算法,通过陪集选择译码与单项式系数译码的级联实现了对具有格雷互补序列的RM编码的纠错译码,保证了通信传输的可靠性。仿真结果表明,在低轨卫星通信场景下,该编码方法可以将OTFS系统发射信号的峰均功率比抑制在3 dB以内;相较于OFDM系统,OTFS系统具有更强的鲁棒性;两步级联译码算法实现了较高信噪比(>6 dB)下更高的传输可靠性。上述方案的提出不仅为OTFS调制技术在星地高动态通信场景中的应用提供了有力的技术支持,也为未来多载波调制信号的峰均比抑制提供了新的参考。 展开更多
关键词 峰均功率比 星地通信 里德-穆勒编码 格雷互补序列 正交时频空 级联译码
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AN IMPROVED SOVA-BASED DECODING SCHEME FOR TURBO-STCM
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作者 李颖慧 徐大专 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2003年第1期108-111,共4页
Parallel concatenated spa ce time trellis code modulation, called Turbo STCM, can efficiently increase the coding gains of the space time codes. However, the complexity of the iterat iv e decoding restricts its ap... Parallel concatenated spa ce time trellis code modulation, called Turbo STCM, can efficiently increase the coding gains of the space time codes. However, the complexity of the iterat iv e decoding restricts its application. This paper introduces a lower complex deco ding algorithm based on soft output Viterbi algorithm (SOVA) for Turbo STCM. S imulational results show that the new SOVA algorithm for the Turbo STCM outperf orms the original space time trellis code (STTC) by 4~6 dB. At the same time, compared with the Max Log MAP (maximum a posteriori) algorithm, the new scheme requires a lower complexity and approaches the performance of Turbo STCM decod ing w ith Max Log MAP. 展开更多
关键词 decoding algorithm spa ce time trellis codes SOVA algorithm
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Performance and EXIT analysis of parallel concatenated space time trellis codes
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作者 Yang Haifen Li Guangjun +1 位作者 Guo Zhiyong Xiong Yong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第6期1193-1197,共5页
Space time trellis coding (STTC) techniques have been proposed to achieve both diversity and coding gains in multiple input multiple output (MIMO) fading channels. But with more transmit antennas STTCs suffer from... Space time trellis coding (STTC) techniques have been proposed to achieve both diversity and coding gains in multiple input multiple output (MIMO) fading channels. But with more transmit antennas STTCs suffer from the design dificulty and complexity increasing. This paper proposes a scheme, named parallel concatenated space time trellis codes (PC-STTC), to achieve the tradeoff between the performances and complexity of STTCs for a large number of transmit antennas. Simulation results and complexity comparison are provided to demonstrate the performance and superiority of the proposed scheme over conventional schemes in fast fading channels in low signal-to-noise ratio (SNR) regions. And an EXIT (extrinsic information transform) chart is given to analyze the iterative convergence of the proposed scheme. It shows that PC-STTC has better iterative convergence in low SNR regions. 展开更多
关键词 space time trellis coding EXIT chart Log-MAP decoder convergence.
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Non-Vanishing Space Time Block Code for Three Time Slots and Two Transmit Antennas
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作者 Ali Azarbar 《Journal of Computer and Communications》 2015年第6期74-86,共13页
Recently, space time block codes (STBCs) are proposed for multi-input and multi-output (MIMO) antenna systems. Designing an STBC with both low decoding complexity and non-vanishing property for the Long Term Evolution... Recently, space time block codes (STBCs) are proposed for multi-input and multi-output (MIMO) antenna systems. Designing an STBC with both low decoding complexity and non-vanishing property for the Long Term Evolution Advanced (LTE-A) remains an open issue. In this paper, first our previously proposed STBC’s non-vanishing property will be completely described. The proposed STBC scheme has some interesting properties: 1) the scheme can achieve full rate and full diversity;2) its maximum likelihood (ML) decoding requires a joint detection of three real symbols;3) the minimum determinant values (MDVs) do not vanish by increasing signal constellation sizes;4) compatible with the single antenna transmission mode. The sentence has been dropped. Second, in order to improve BER performance, we propose a variant of proposed STBC. This scheme further decreases the detection complexity with a rate reduction of 33%;moreover, non-vanishing MDVs property is preserved. The simulation results show the second proposed STBC has better BER performance compared with other schemes. 展开更多
关键词 Space time Block Codes Maximum LIKELIHOOD decodING Non-Vanishing Minimum DETERMINANT Value
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Bidirectional Viterbi Decoding Algorithm for OvTDM
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作者 Haocheng Wang Yafeng Wang 《China Communications》 SCIE CSCD 2020年第4期194-204,共11页
Overlapped time domain multiplexing(OvTDM)is an innovative encoding scheme that can obtain high spectral efficiency.However,the intentional inter-symbol interference(ISI)caused by OvTDM will make the decoding process ... Overlapped time domain multiplexing(OvTDM)is an innovative encoding scheme that can obtain high spectral efficiency.However,the intentional inter-symbol interference(ISI)caused by OvTDM will make the decoding process more complex.The computational complexity of maximum likelihood sequence detection increases exponentially with the growth of spectral efficiency in OvTDM.As a consequence of high complexity,the decoding effort for a given spectral efficiency may occasionally exceed the physical limitations of the decoder,leading inevitably to buffer overflows and information erasures.In this paper,we propose a bidirectional Viterbi algorithm(BVA)based on the bidirectional sequence decoding for OvTDM.With the BVA,the decoding operation starts simultaneously from the both ends of the corresponding trellis and stops at the middle of trellis.The simulation results show that compared with Viterbi algorithm(VA),the decoding time of BVA can be reduced by about half.And the memory space of two decoders in BVA are about half of that in VA,which means that the BVA has lower memory requirements for decoder.And the decoding performance of BVA is almost the same as VA. 展开更多
关键词 overlapped time domain multiplexing(OvTDM) VITERBI algorithm(VA) BIDIRECTIONAL VITERBI algorithm(BVA) decodING performance
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A novel repetition space-time coding scheme for mobile FSO systems
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作者 黎明 曹阳 +1 位作者 李书明 杨绍文 《Optoelectronics Letters》 EI 2015年第2期125-129,共5页
Considering the influence of more random atmospheric turbulence, worse pointing errors and highly dynamic link on the transmission performance of mobile multiple-input multiple-output (MIMO) free space optics (FSO... Considering the influence of more random atmospheric turbulence, worse pointing errors and highly dynamic link on the transmission performance of mobile multiple-input multiple-output (MIMO) free space optics (FSO) communica- tion systems, this paper establishes a channel model for the mobile platform. Based on the combination of Alamouti space-time code and time hopping ultra-wide band (TH-UWB) communications, a novel repetition space-time coding (RSTC) method for mobile 2x2 free-space optical communications with pulse position modulation (PPM) is devel- oped. In particular, two decoding methods of equal gain combining (EGC) maximum likelihood detection (MLD) and correlation matrix detection (CMD) are derived. When a quasi-static fading and weak turbulence channel model are considered, simulation results show that whether the channel state information (CSI) is known or not, the coding sys- tem demonstrates more significant performance of the symbol error rate (SER) than the uncoding. In other words, transmitting diversity can be achieved while conveying the information only through the time delays of the modulated signals transmitted from different antennas. CMD has almost the same effect of signal combining with maximal ratio combining (MRC). However, when the channel correlation increases, SER performance of the coding 2×2 system de- grades significantly. 展开更多
关键词 Atmospheric turbulence Broadband networks Channel capacity Channel state information Codes (symbols) Communication channels (information theory) Fading channels Iterative decoding Maximum likelihood MIMO systems Optical communication Pulse position modulation Radio communication Random errors Signal detection Signal encoding Space time adaptive processing Telecommunication networks time delay Ultra wideband (UWB)
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A real time transmission system of long distance for nuclear logging
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作者 CAO Ping SONG Kezhu YANG Junfeng 《Nuclear Science and Techniques》 SCIE CAS CSCD 2011年第6期366-371,共6页
Some specified chips in traditional Manchester-Ⅱencoding/decoding designs are used to guarantee strictly the stability of the input wave,otherwise the capacity of anti-interference and resilience are degraded serious... Some specified chips in traditional Manchester-Ⅱencoding/decoding designs are used to guarantee strictly the stability of the input wave,otherwise the capacity of anti-interference and resilience are degraded seriously.In this paper,a new Manchester-Ⅱencoding/ decoding system is used for nuclear logging by a 7 000 m armoring cable.A thorough hardware wave tracking decoding algorithm is proposed and realized in a FPGA hardware chip.An on-site measurements show that this transmission system can decode correctly in real time,with a bit error rate of better than 10^(-10). 展开更多
关键词 传输系统 长距离 核测井 编码/解码 曼彻斯特 抗干扰能力 抗灾能力 解码系统
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Design of concatenated turbo-SPC coded space-time systems
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作者 郑武 宋文涛 +1 位作者 张海滨 刘兴钊 《Journal of Shanghai University(English Edition)》 CAS 2007年第4期385-390,共6页
Multiple antenna wireless systems can provide larger channel capacity and enable spatial diversity to combat fading. In this paper we conduct an investigation into the design of coded space-time system obtained by ser... Multiple antenna wireless systems can provide larger channel capacity and enable spatial diversity to combat fading. In this paper we conduct an investigation into the design of coded space-time system obtained by serially concatenating channel code module and space-time code module with an interleaver in between. As an example, the system is constructed by employing low decoding complexity turbo-SPC (single parity check) code as outer module and linear complex field space-time code as inner module, which achieves full diversity and lossless equivalent channel capacity. Simulation results prove that our designed system performs well and it only loses 0.8 dB from multiple-input multiple-output (MIMO) capacity at BER = 10^-5 in the case of information bit length 6048. Compared with turbo code-based systems, it also has lower error floor. 展开更多
关键词 concatenated systems space-time code transmit diversity multiple-input multiple-output (MIMO) channelcapacity turbo codes iterative decoding.
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An MMSE Decoding Algorithm without Matrix Inversion in QSTBC 被引量:1
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作者 刘于 何子述 《Journal of Electronic Science and Technology of China》 2005年第4期325-327,共3页
The matrix inversion operation is needed in the MMSE decoding algorithm of orthogonal space-time block coding (OSTBC) proposed by Papadias and Foschini. In this paper, an minimum mean square error (MMSE) decoding ... The matrix inversion operation is needed in the MMSE decoding algorithm of orthogonal space-time block coding (OSTBC) proposed by Papadias and Foschini. In this paper, an minimum mean square error (MMSE) decoding algorithm without matrix inversion is proposed, by which the computational complexity can be reduced directly but the decoding performance is not affected. 展开更多
关键词 quasi-orthogonal space-time block coding (QSTBC) multiple input multiple output (MIMO) channel minimum mean square error (MMSE) decoding algorithm
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A Low Complexity Decoding Algorithm for STBC under Non-Constant Module Modulation
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作者 李可 唐斌 杨建宇 《Journal of Electronic Science and Technology of China》 2005年第3期199-202,共4页
This paper presents a low complexity algorithm for the decoding of space-time block codes (STBC) under non-constant module modulation. Simulation results show that in most cases of non-constant module modulation the... This paper presents a low complexity algorithm for the decoding of space-time block codes (STBC) under non-constant module modulation. Simulation results show that in most cases of non-constant module modulation the new algorithm results in more than 50% reduction in computation complexity comparing to the original maximum likelihood algorithm without any loss of BER performance. 展开更多
关键词 space-time block codes decodING wireless communications
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基于CDoubleGAN的电网时序暂态数据生成
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作者 张启飞 陈润泽 +2 位作者 张亶 叶瑞涛 梁秀波 《计算机工程与设计》 北大核心 2025年第1期159-165,共7页
为解决电力系统人工智能应用中样本数量不足的问题,对时序数据生成方法进行研究,提出一种CDoubleGAN模型。结合编解码器和两对生成器-鉴别器,采用ARFNN替代RNN解决Lipschitz连续性问题,实现使用Wasserstein距离对目标函数的稳定优化。... 为解决电力系统人工智能应用中样本数量不足的问题,对时序数据生成方法进行研究,提出一种CDoubleGAN模型。结合编解码器和两对生成器-鉴别器,采用ARFNN替代RNN解决Lipschitz连续性问题,实现使用Wasserstein距离对目标函数的稳定优化。将数据类别标签融入模型中,生成特定类别的样本。在IEEE-39系统的实验结果表明,CDoubleGAN在类别生成上的准确度超过98%,与TimeGAN相比,生成的数据与原数据具有更高的相似度,更好保留了数据原始特性以应用于数据生产。 展开更多
关键词 人工智能 深度学习 电力系统 暂态稳定 数据生成 编解码器 生成对抗网络 时序数据
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基于时间同步递归注意力机制的编码器-解码器语音识别
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作者 高亮 倪恒 《计算机应用与软件》 北大核心 2025年第10期198-205,共8页
为了保证语音识别的精度与实时性,提出一种基于时间同步递归注意力机制的编码器-解码器语音识别方法。引入无窗口注意机制,不需要多次训练从而节省模型准备时间;使用时间同步递归更新规则而不是基于核函数平滑器的公式来获得上下文向量... 为了保证语音识别的精度与实时性,提出一种基于时间同步递归注意力机制的编码器-解码器语音识别方法。引入无窗口注意机制,不需要多次训练从而节省模型准备时间;使用时间同步递归更新规则而不是基于核函数平滑器的公式来获得上下文向量,进一步通过调整与注意力端点决策相关的标量阈值来控制延迟和性能之间的权衡;通过实验验证该方法既保证了识别精度,也能够实现在线识别。 展开更多
关键词 语音识别 时间同步递归 注意力机制 编码器-解码器
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基于卷积内SWCS的时间卷积网络对MI-EEG解码
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作者 付荣荣 祝悦 +1 位作者 李林玉 路斌 《计量学报》 北大核心 2025年第6期910-916,共7页
传统的机器学习方法中脑电信号通常需要经过繁琐的预处理和特征工程才能进行解码。如何构建一个能够快速、可靠地解码运动想象脑电信号的端到端深度学习网络,成为当前运动想象脑电信号解码研究的关键问题。因此,在结合卷积内滑动窗口裁... 传统的机器学习方法中脑电信号通常需要经过繁琐的预处理和特征工程才能进行解码。如何构建一个能够快速、可靠地解码运动想象脑电信号的端到端深度学习网络,成为当前运动想象脑电信号解码研究的关键问题。因此,在结合卷积内滑动窗口裁剪策略(sliding window cropping strategy,SWCS)和时间卷积网络(temporal convolutional network,TCN)的基础上,提出一种新的卷积内SWCS的时间卷积网络,并使用该网络对运动想象脑电信号进行识别研究。该网络利用二维卷积提取脑电信号的浅层特征,使用卷积内SWCS将时间序列划分为多个时间窗口,然后将二维卷积提取的脑电信号浅层特征输送到TCN网络中提取时间序列中更高级的时间特征。在第Ⅳ届脑机接口竞赛的数据集上的分类结果表明,卷积内SWCS的时间卷积网络的分类效果优秀。 展开更多
关键词 脑电信号 卷积内SWCS 运动想象 时间卷积网络 信号解码 脑机接口
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基于时频双域特征融合与动态交互机制的短期电力负荷预测
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作者 王东风 张浩 +2 位作者 胡怡然 崔玉雷 黄宇 《电力科学与工程》 2025年第12期57-64,共8页
针对电力负荷序列时序动态性、多尺度特征及复杂周期规律给预测带来的难题,提出一种基于时频双域特征融合与动态交互机制的短期电力负荷预测方法,其核心架构为双谱网。首先,针对短期电力负荷数据的非平稳和非线性特性,采用基于阿尔法进... 针对电力负荷序列时序动态性、多尺度特征及复杂周期规律给预测带来的难题,提出一种基于时频双域特征融合与动态交互机制的短期电力负荷预测方法,其核心架构为双谱网。首先,针对短期电力负荷数据的非平稳和非线性特性,采用基于阿尔法进化算法改进的变分模态分解算法对负荷数据分解,得到若干本征模态函数;其次,设计频域特征增强机制,通过频谱注意力动态融合振幅谱与相位谱,并构建时频交叉注意力网络嵌入频域先验,结合跨维度门控实现特征校准;最后,基于多尺度金字塔解码器自适应融合时空特征生成预测值。以某市电力负荷数据集进行验证并与主流模型进行对比,结果表明所采用的预测方法具有更好的预测性能。 展开更多
关键词 时频双域 动态交互 双谱网 频域特征增强 多尺度金字塔解码器
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