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Method of Multi-Mode Sensor Data Fusion with an Adaptive Deep Coupling Convolutional Auto-Encoder
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作者 Xiaoxiong Feng Jianhua Liu 《Journal of Sensor Technology》 2023年第4期69-85,共17页
To address the difficulties in fusing multi-mode sensor data for complex industrial machinery, an adaptive deep coupling convolutional auto-encoder (ADCCAE) fusion method was proposed. First, the multi-mode features e... To address the difficulties in fusing multi-mode sensor data for complex industrial machinery, an adaptive deep coupling convolutional auto-encoder (ADCCAE) fusion method was proposed. First, the multi-mode features extracted synchronously by the CCAE were stacked and fed to the multi-channel convolution layers for fusion. Then, the fused data was passed to all connection layers for compression and fed to the Softmax module for classification. Finally, the coupling loss function coefficients and the network parameters were optimized through an adaptive approach using the gray wolf optimization (GWO) algorithm. Experimental comparisons showed that the proposed ADCCAE fusion model was superior to existing models for multi-mode data fusion. 展开更多
关键词 multi-Mode Data Fusion Coupling Convolutional Auto-encoder Adaptive Optimization Deep Learning
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基于encoder-decoder框架的城镇污水厂出水水质预测 被引量:2
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作者 史红伟 陈祺 +1 位作者 王云龙 李鹏程 《中国农村水利水电》 北大核心 2023年第11期93-99,共7页
由于污水厂的出水水质指标繁多、污水处理过程中反应复杂、时序非线性程度高,基于机理模型的预测方法无法取得理想效果。针对此问题,提出基于深度学习的污水厂出水水质预测方法,并以吉林省某污水厂监测水质为来源数据,利用多种结合encod... 由于污水厂的出水水质指标繁多、污水处理过程中反应复杂、时序非线性程度高,基于机理模型的预测方法无法取得理想效果。针对此问题,提出基于深度学习的污水厂出水水质预测方法,并以吉林省某污水厂监测水质为来源数据,利用多种结合encoder-decoder结构的神经网络预测水质。结果显示,所提结构对LSTM和GRU网络预测能力都有一定提升,对长期预测能力提升更加显著,ED-GRU模型效果最佳,短期预测中的4个出水水质指标均方根误差(RMSE)为0.7551、0.2197、0.0734、0.3146,拟合优度(R2)为0.9013、0.9332、0.9167、0.9532,可以预测出水质局部变化,而长期预测中的4个指标RMSE为1.7204、1.7689、0.4478、0.8316,R2为0.4849、0.5507、0.4502、0.7595,可以预测出水质变化趋势,与顺序结构相比,短期预测RMSE降低10%以上,R2增加2%以上,长期预测RMSE降低25%以上,R2增加15%以上。研究结果表明,基于encoder-decoder结构的神经网络可以对污水厂出水水质进行准确预测,为污水处理工艺改进提供技术支撑。 展开更多
关键词 污水厂出水 encoder-decoder 多指标水质预测 GRU模型
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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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基于长短时记忆网络的Encoder-Decoder多步交通流预测模型 被引量:20
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作者 王博文 王景升 +3 位作者 王统一 张子泉 刘宇 于昊 《重庆大学学报》 CSCD 北大核心 2021年第11期71-80,共10页
交通流序列多为单步预测。为实现交通流序列的多步预测,提出一种基于编码器解码器(encoder-decoder,ED)框架的长短期记忆网络(long short-term memory,LSTM)模型,即ED LSTM模型。将自回归滑动平均、支持向量回归机、XGBOOST、循环神经... 交通流序列多为单步预测。为实现交通流序列的多步预测,提出一种基于编码器解码器(encoder-decoder,ED)框架的长短期记忆网络(long short-term memory,LSTM)模型,即ED LSTM模型。将自回归滑动平均、支持向量回归机、XGBOOST、循环神经网络、卷积神经网络、LSTM作为对照组进行实验验证。实验结果表明,当预测时间步长增加时,ED框架能够减缓模型性能的下降趋势,LSTM能够充分挖掘时间序列中的非线性关系。除此之外,在单变量输入的情况下,在PEMS-04数据集上,当预测时间步长为t+1到t+12的12个时间步时,ED LSTM模型的均方根误差(root mean squard error,RMSE)及平均绝对误差(mean absolute error,MAE)分别下降0.210~5.422、0.061~0.191。相较于单因素输入,多因素输入的ED LSTM模型在12个预测时间步长下,RMSE、MAE分别下降0.840、0.136。实验证明了ED LSTM模型能够有效地用于交通流序列的多步及单因素、多因素预测任务。 展开更多
关键词 交通流预测 LSTM 编码器解码器 多步预测 深度学习
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基于LSTM的Encoder-Decoder多步轨迹预测技术 被引量:4
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作者 李青勇 何兵 +2 位作者 张显炀 朱晓宇 刘刚 《航空兵器》 CSCD 北大核心 2021年第2期49-54,共6页
针对弱约束非合作目标的轨迹特性和运动特性,提出一种基于LSTM的Encoder-Decoder多步轨迹预测技术(EDMTP)。引入一阶差分处理,降低了轨迹数据的时间依赖性,得到了无趋势的轨迹。构造输入输出的轨迹数据对,将预测问题转化为有监督学习问... 针对弱约束非合作目标的轨迹特性和运动特性,提出一种基于LSTM的Encoder-Decoder多步轨迹预测技术(EDMTP)。引入一阶差分处理,降低了轨迹数据的时间依赖性,得到了无趋势的轨迹。构造输入输出的轨迹数据对,将预测问题转化为有监督学习问题,研究多步预测过程中模型性能的变化,实现端到端的轨迹预测。仿真结果表明,该方法能够从历史轨迹数据中提取更多的轨迹特征,在多步轨迹预测中具有明显的优势。与KFTP和HMMTP算法相比,EDMTP的误差增长率分别同比下降了2.18%和3.52%,取得了较好的轨迹预测效果。 展开更多
关键词 轨迹预测 LSTM 编码器-解码器 监督学习 多步预测
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Quantum-Inspired Particle Swarm Optimization Algorithm Encoded by Probability Amplitudes of Multi-Qubits
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作者 Xin Li Huangfu Xu Xuezhong Guan 《Open Journal of Optimization》 2015年第2期21-30,共10页
To enhance the optimization ability of particle swarm algorithm, a novel quantum-inspired particle swarm optimization algorithm is proposed. In this method, the particles are encoded by the probability amplitudes of t... To enhance the optimization ability of particle swarm algorithm, a novel quantum-inspired particle swarm optimization algorithm is proposed. In this method, the particles are encoded by the probability amplitudes of the basic states of the multi-qubits system. The rotation angles of multi-qubits are determined based on the local optimum particle and the global optimal particle, and the multi-qubits rotation gates are employed to update the particles. At each of iteration, updating any qubit can lead to updating all probability amplitudes of the corresponding particle. The experimental results of some benchmark functions optimization show that, although its single step iteration consumes long time, the optimization ability of the proposed method is significantly higher than other similar algorithms. 展开更多
关键词 QUANTUM Computing Particle SWARM Optimization multi-Qubits PROBABILITY AMPLITUDES encoding Algorithm Design
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正交Multi-agent遗传算法及其性能分析 被引量:9
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作者 薛明志 钟伟才 +1 位作者 刘静 焦李成 《控制与决策》 EI CSCD 北大核心 2004年第3期290-294,共5页
将Multi-agent系统、遗传算法与正交试验设计方法相结合,提出一种新的遗传算法——正交Multi-agent遗传算法.其主要思想是:利用正交设计的方法产生初始化种群;用正交交叉算子代替传统的算术交叉算子;利用agent间的竞争作用与每个agent... 将Multi-agent系统、遗传算法与正交试验设计方法相结合,提出一种新的遗传算法——正交Multi-agent遗传算法.其主要思想是:利用正交设计的方法产生初始化种群;用正交交叉算子代替传统的算术交叉算子;利用agent间的竞争作用与每个agent所具有的知识和自学习能力进行启发式搜索,以提高进化的速度.仿真试验和性能分析表明,正交Multi-agent遗传算法不但具有很强的全局优化能力和较快的收敛速度,而且具有很强的鲁棒性. 展开更多
关键词 遗传算法 正交设计 智能体
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基于BE-MCNN模型的新闻评论情感分析方法 被引量:2
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作者 李文书 管平 《软件导刊》 2024年第3期1-7,共7页
实时新闻评论具有文本短、信息丰富、结构复杂等特点,情感分析难以准确捕捉其真实的情感倾向。为增强语义的特征信息,减少模型过拟合问题,提高新闻评论情感分析的准确性,提出一种融合BERT模型、Transformer En⁃coder与多尺度CNN模型的... 实时新闻评论具有文本短、信息丰富、结构复杂等特点,情感分析难以准确捕捉其真实的情感倾向。为增强语义的特征信息,减少模型过拟合问题,提高新闻评论情感分析的准确性,提出一种融合BERT模型、Transformer En⁃coder与多尺度CNN模型的新闻评论情感分析算法。首先,针对新闻评论长度较短、表达情绪观点内容较多的特点,使用BERT模型对新闻评论文本进行预训练,获得具有上下文信息的特征向量;其次,为解决模型过拟合问题,在BERT模型下游添加一层Transformer编码器;最后使用四通道双层CNN模型,通过组合不同大小尺寸的卷积核来提升模型分析新闻评论情感的性能。实验结果表明,该方法在两个新闻评论数据集上的准确率分别达到93.0%与96.4%;与不同模型的比较实验进一步证明了所提方法的有效性。 展开更多
关键词 情感分析 BERT模型 Transformer encoder 多尺度CNN 新闻评论
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Multi-features Based Approach for Moving Shadow Detection 被引量:4
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作者 周宁 周曼丽 +1 位作者 许毅平 方宝红 《Journal of Donghua University(English Edition)》 EI CAS 2004年第6期76-80,共5页
In the video-based surveillance application, moving shadows can affect the correct localization and detection of moving objects. This paper aims to present a method for shadow detection and suppression used for moving... In the video-based surveillance application, moving shadows can affect the correct localization and detection of moving objects. This paper aims to present a method for shadow detection and suppression used for moving visual object detection. The major novelty of the shadow suppression is the integration of several features including photometric invariant color feature, motion edge feature, and spatial feature etc. By modifying process for false shadow detected, the averaging detection rate of moving object reaches above 90% in the test of Hall-Monitor sequence. 展开更多
关键词 MOVING SHADOW detection multi - features MOVING OBJECT DETECTION
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The Large Sky Area Multi-Object Fiber Spectroscopic Telescope (LAMOST) 被引量:45
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作者 Xiang-Qun Cui Yong-Heng Zhao +52 位作者 Yao-Quan Chu Guo-Ping Li Qi Li Li-Ping Zhang Hong-Jun Su Zheng-Qiu Yao Ya-Nan Wang Xiao-Zheng Xing Xin-Nan Li Yong-Tian Zhu Gang Wang Bo-Zhong Gu A-Li Luo Xin-Qi Xu Zhen-Chao Zhang Gen-Rong Liu Hao-Tong Zhang De-Hua Yang Shu-Yun Cao Hai-Yuan Chen Jian-Jun Chen Kun-Xin Chen Ying Chen Jia-Ru Chu Lei Feng Xue-Fei Gong Yong-Hui Hou Hong-Zhuan Hu Ning-Sheng Hu Zhong-Wen Hu Lei Jia Fang-Hua Jiang Xiang Jiang Zi-Bo Jiang Ge Jin Ai-Hua Li Yan Li Ye-Ping Li Guan-QunLiu Zhi-Gang Liu Huo-Ming Shi Zheng-Hong Tang Qing-Sheng Tao Xiang-Yan Yuan Chao Zhai Jing Zhang Yan-Xia Zhang Yong Zhang Ming Zhao Fang Zhou Guo-Hua Zhou Jie Zhu Si-Cheng Zou 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2012年第9期1197-1242,共46页
The Large Sky Area Multi-Object Fiber Spectroscopic Telescope (LAMOST, also called the Guo Shou Jing Telescope) is a special reflecting Schmidt telescope. LAMOST’s special design allows both a large aperture (effecti... The Large Sky Area Multi-Object Fiber Spectroscopic Telescope (LAMOST, also called the Guo Shou Jing Telescope) is a special reflecting Schmidt telescope. LAMOST’s special design allows both a large aperture (effective aperture of 3.6 m–4.9 m) and a wide field of view (FOV) (5°). It has an innovative active reflecting Schmidt configuration which continuously changes the mirror’s surface that adjusts during the observation process and combines thin deformable mirror active optics with segmented active optics. Its primary mirror (6.67m×6.05 m) and active Schmidt mirror (5.74m×4.40 m) are both segmented, and composed of 37 and 24 hexagonal sub-mirrors respectively. By using a parallel controllable fiber positioning technique, the focal surface of 1.75 m in diameter can accommodate 4000 optical fibers. Also, LAMOST has 16 spectrographs with 32 CCD cameras. LAMOST will be the telescope with the highest rate of spectral acquisition. As a national large scientific project, the LAMOST project was formally proposed in 1996, and approved by the Chinese government in 1997. The construction started in 2001, was completed in 2008 and passed the official acceptance in June 2009. The LAMOST pilot survey was started in October 2011 and the spectroscopic survey will launch in September 2012. Up to now, LAMOST has released more than 480 000 spectra of objects. LAMOST will make an important contribution to the study of the large-scale structure of the Universe, structure and evolution of the Galaxy, and cross-identification of multiwaveband properties in celestial objects. 展开更多
关键词 techniques: wide field telescope - active optics - multi fiber - spectroscopy survey - data reduction
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A Comparative Study of Acute Hemodynamic Effects of Multi -site Cardiac Pacing in patients with cardiac function NYHA class ⅠtoⅡ without bundle branch block 被引量:2
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作者 朱参战 崔长琮 +5 位作者 张全发 薛小临 刘维维 刘引会 《South China Journal of Cardiology》 CAS 2001年第2期101-105,共5页
Objective To compare the acute hemodynamic effects of five different pacing modes in patients with cardiac function NYHA class Ⅰ to Ⅱ without bundle branch block (BBB). Methods This study included 12 patients (SSS ... Objective To compare the acute hemodynamic effects of five different pacing modes in patients with cardiac function NYHA class Ⅰ to Ⅱ without bundle branch block (BBB). Methods This study included 12 patients (SSS 7, Ⅲ°AVB 5) undergoing pacemaker implantation. Right ventricular apex (RVA), right ventricular outflow tract (RVOT), right ventricular bifocal (RV-Bi), left ventricular base (LVB) and bi -ventricular (Bi-Ⅴ) pacing at 60 -80 ppm were done in VVI mode prior to implantation of DDD pacemaker. The cardiac index (CI), mean pulmonary artery pressure (mPAP) and pulmonary capillary wedge pressure (PCWP) were measured with Swan - Ganz thermodilution catheter after 5 minutes of each pacing mode. Results (1) Comparing to pacing at RVA (CI: 2. 41± 0. 38 L/min per m2, PCWP: 16. 7 ±3.3 mmHg), the CI increased and the PCWP decreased significantly in pacing at RVOT(CI: 2. 63 ± 0.46, PCWP: 13. 8±2. 3), LVB(CI: 2. 78±0.52, PCWP: 14. 4±3.1), RV-Bi(CI: 2. 83±0.57, PCWP: 12. 8± 2. 5) and Bi -Ⅴ pacing (CI: 2. 94± 0.60, PCWP: 12. 7±2. 5), P < 0. 01, respectively. (2) The CI of RV-Bi and Bi-Ⅴ pacing was higher than that of RVOT and LVB pacing, the PCWP was lower, P < 0. 05, respectively. (3) There was no significant difference between RV - Bi pacing and Bi-Ⅴ pacing in CI and PCWP. Conclusion There is no significant difference between RV - Bi pacing and Bi -V pacing in the acute hemodynamic effects; however,dual - site pacing is much better than single site pacing in that aspect for patients with cardiac function NYHA class Ⅰ to Ⅱ without BBB. Among single site pacing, the RVOT and LVB pacing is better than RVA pacing in cardiac function. 展开更多
关键词 multi - site cardiac pacingHemodynamics
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Encoding-decoding message for secure communication based on adaptive chaos synchronization 被引量:1
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作者 邢国敬 黄德斌 《Journal of Shanghai University(English Edition)》 CAS 2008年第5期400-404,共5页
In this paper, based on an adaptive chaos synchronization scheme, two methods of encoding-decoding message for secure communication are proposed. With the first method, message is directly added to the chaotic signal ... In this paper, based on an adaptive chaos synchronization scheme, two methods of encoding-decoding message for secure communication are proposed. With the first method, message is directly added to the chaotic signal with parameter uncertainty. In the second method, multi-parameter modulation is used to simultaneously transmit more than one digital message (i.e., the multichannel digital communication) through just a single signal, which switches among various chaotic attractors that differ only subtly. In theory, such a treatment increases the difficulty for the intruder to directly intercept the information, and meanwhile the implementation cost decreases significantly. In addition, numerical results show the methods are robust against weak noise, which implies their practicability. 展开更多
关键词 adaptive chaos synchronization secure communication encoding-decoding message multi-parameter modulation
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Ambiguous Multi-Symmetric Scheme and Applications
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作者 Richard Bassous Ahmad Mansour +3 位作者 Roger Bassous Huirong Fu Ye Zhu George Corser 《Journal of Information Security》 2017年第4期383-401,共19页
This paper introduces and evaluates the performance of a novel cipher scheme, Ambiguous Multi-Symmetric Cryptography (AMSC), which conceals multiple coherent plain-texts in one cipher-text. The cipher-text can be decr... This paper introduces and evaluates the performance of a novel cipher scheme, Ambiguous Multi-Symmetric Cryptography (AMSC), which conceals multiple coherent plain-texts in one cipher-text. The cipher-text can be decrypted by different keys to produce different plain-texts. Security analysis showed that AMSC is secure against cipher-text only and known plain-text attacks. AMSC has the following applications: 1) it can send multiple messages for multiple receivers through one cipher-text;2) it can send one real message and multiple decoys for camouflage;and 3) it can send one real message to one receiver using parallel processing. Performance comparison with leading symmetric algorithms (DES, AES and RC6) demonstrated AMSC’s efficiency in execution time. 展开更多
关键词 Deniable ENCRYPTION multi ENCRYPTION HONEY ENCRYPTION STEGANOGRAPHY SYMMETRIC ENCRYPTION multi encoding
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Research on A Master - slave Multi - microcomputers Control System for Hollow Spindle Fancy Yarn Spinning Machine
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作者 李志蜂 陈子展 阵瑞琪 《Journal of China Textile University(English Edition)》 EI CAS 1999年第1期49-52,共4页
In this paper, a successfully studied and developed master - slave muld - microcomputers control system based on PC - BUS for hollow spindle fancy yarn spinning machine, mainly Its overall scheme, software and hardwar... In this paper, a successfully studied and developed master - slave muld - microcomputers control system based on PC - BUS for hollow spindle fancy yarn spinning machine, mainly Its overall scheme, software and hardware construction, is introduced. Spinning experiments show that the system achieves satisfactory result. This system can solve the diftkultles of mechatronical fusion between domestic hollow splndk fancy yarn spuming muchine and its microcomputer control technology. 展开更多
关键词 hollow SPINDLE FANCY YAM spinning machine mechatrvnical fusion MASTER - SLAVE multi - microcomputers control system PC - BUS.
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On the Representation of Multi-layer Woven Structure
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作者 易洪雷 丁辛 《Journal of China Textile University(English Edition)》 EI CAS 1999年第3期14-16,共3页
A quantitative method is developed to identify the structures of multi-layer woven fabric in this study. Six structural parameters are selected to represent the fabric structure. With some design criteria for the rein... A quantitative method is developed to identify the structures of multi-layer woven fabric in this study. Six structural parameters are selected to represent the fabric structure. With some design criteria for the reinforcement of textile composites, the relationships among the structural parameters are derived for different binding patterns of the fabric structure. The conditions, which meet the requirements of structural cell stability,are also discussed. 展开更多
关键词 multi - layer woven FABRIC structural parame-ter BINDING PATTERN TEXTILE composite .
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Computer-aided Pattern Design of Multi-bar Warp Knitted Fabrics
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作者 李炜 《Journal of China Textile University(English Edition)》 EI CAS 2000年第1期85-87,共3页
To meet the development trend of multi-bar warp knit-ting machine towards high-speed,advanced technologyand computer control and the requirements of variousproducts with small quantity,there are many researcheson the ... To meet the development trend of multi-bar warp knit-ting machine towards high-speed,advanced technologyand computer control and the requirements of variousproducts with small quantity,there are many researcheson the computer-aided pattern design of multi-barwarp knitted fabrics.In terms of the special propertiesof the computer-aided pattern design of multi-barwarp knitted fabrics,the Object Oriented Program(OOP)programming-Object Windows class Library(OWL)programming is selected.According to thecharacters of the OWL programming,various functionsare defined.Pattern design and technical parameters canbe output,which offers a great convenience for the fac-tory. 展开更多
关键词 multi - bar WARP KNITTED fabric computer -aided PATTERN design PATTERN Object Windows class Library (OWL) programming.
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基于参数化角编码的量子K-means算法
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作者 冯微军 郭躬德 林崧 《量子电子学报》 CAS CSCD 北大核心 2024年第1期113-124,共12页
结合K-means算法和角编码技术,提出了一种无需量子随机存储(QRAM)的量子K-means算法。该算法利用量子操作的并行性,仅需对数数量的时间复杂度就能完成数据的加载;并且通过对输入数据进行参数预处理操作,确定数据分量的参数阈值,解决了... 结合K-means算法和角编码技术,提出了一种无需量子随机存储(QRAM)的量子K-means算法。该算法利用量子操作的并行性,仅需对数数量的时间复杂度就能完成数据的加载;并且通过对输入数据进行参数预处理操作,确定数据分量的参数阈值,解决了样本不同特征尺度差异的问题。该算法由编码数据、相似度度量、量子最小值搜索和质心迭代更新四个主要步骤组成,细致描述了这些步骤所涉及的算子和线路构建,并对关键线路进行了仿真模拟。实验结果和经典预测结果一致,验证了所提量子K-means算法的可靠性。此外,理论分析表明所提出算法相比于经典算法在运行时间上有平方级加速。 展开更多
关键词 量子光学 量子K-means算法 角编码 量子相位估计 多量子比特交换测试
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MODS: A Novel Metaheuristic of Deterministic Swapping for the Multi-Objective Optimization of Combinatorials Problems
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作者 Elias David Nifio Ruiz Carlos Julio Ardila Hemandez +2 位作者 Daladier Jabba Molinares Agustin Barrios Sarmiento Yezid Donoso Meisel 《Computer Technology and Application》 2011年第4期280-292,共13页
This paper states a new metaheuristic based on Deterministic Finite Automata (DFA) for the multi - objective optimization of combinatorial problems. First, a new DFA named Multi - Objective Deterministic Finite Auto... This paper states a new metaheuristic based on Deterministic Finite Automata (DFA) for the multi - objective optimization of combinatorial problems. First, a new DFA named Multi - Objective Deterministic Finite Automata (MDFA) is defined. MDFA allows the representation of the feasible solutions space of combinatorial problems. Second, it is defined and implemented a metaheuritic based on MDFA theory. It is named Metaheuristic of Deterministic Swapping (MODS). MODS is a local search strategy that works using a MDFA. Due to this, MODS never take into account unfeasible solutions. Hence, it is not necessary to verify the problem constraints for a new solution found. Lastly, MODS is tested using well know instances of the Bi-Objective Traveling Salesman Problem (TSP) from TSPLIB. Its results were compared with eight Ant Colony inspired algorithms and two Genetic algorithms taken from the specialized literature. The comparison was made using metrics such as Spacing, Generational Distance, Inverse Generational Distance and No-Dominated Generation Vectors. In every case, the MODS results on the metrics were always better and in some of those cases, the superiority was 100%. 展开更多
关键词 METAHEURISTIC deterministic finite automata combinatorial problem multi - objective optimization metrics.
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EFFECTS OF A SYNTHETIC POLYPEPTIDE ENCODED BY THE p14-6,A cDNA CLONE WITH ANTIONCOGENE ACTIVITY, ON MALIGNANT TRANSFORMED DT CELLS
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作者 刘定干 陈珍珍 李载平 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 1992年第1期4-8,共5页
A synthetic polypeptide, pt27, which is encoded by a cDNA clone with antloncogene activity, p14-6, is found to be able to reduce remarkably the soft agar colony formation ability of part of DT cells and to raise their... A synthetic polypeptide, pt27, which is encoded by a cDNA clone with antloncogene activity, p14-6, is found to be able to reduce remarkably the soft agar colony formation ability of part of DT cells and to raise their resistance to the ouabaln toxtcity. This shows that the pt27 peptide can affect the DT cells In a manner similar to the p14- 6 done and provides evidence that the reverting action of the p14-6 to DT cells may be exerted by the expression of its cDNA. 展开更多
关键词 DT EFFECTS OF A SYNTHETIC POLYPEPTIDE encodED BY THE p14-6 A cDNA CLONE WITH ANTIONCOGENE ACTIVITY Pt
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基于编-解码器结构的无人机群多任务联邦学习
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作者 周敬轩 包卫东 +1 位作者 王吉 张大宇 《西南交通大学学报》 EI CSCD 北大核心 2024年第4期933-941,共9页
针对传统联邦学习在无人机群应用中的局限性——要求所有参与者执行相同任务并拥有相同的模型结构,本文探索一种适用于无人机群的多任务联邦学习方法,设计一种新的编-解码器架构,以加强执行不同任务的无人机之间的知识共享.首先,为执行... 针对传统联邦学习在无人机群应用中的局限性——要求所有参与者执行相同任务并拥有相同的模型结构,本文探索一种适用于无人机群的多任务联邦学习方法,设计一种新的编-解码器架构,以加强执行不同任务的无人机之间的知识共享.首先,为执行相同任务的无人机建立直接的知识分享机制,通过直接聚合方式实现同任务知识的有效融合;其次,对于执行不同任务的无人机,从所有无人机的编-解码器架构中提取编码器部分,构建一个全局编码器;最后,在训练环节,将本地编码器和全局编码器的信息整合到损失函数中,并通过迭代更新使本地解码器逐步逼近全局解码器,从而实现跨任务间的知识高效共享.实验结果表明:相较于传统方法,所提出的方法使无人机群在3个单任务上的性能分别提升1.79%、0.37%和2.78%,仅在1个任务上性能略微下降0.38%,但整体性能仍提升2.38%. 展开更多
关键词 多任务学习 无人机群 联邦学习 -解码器结构
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