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A review of control loop monitoring and diagnosis:Prospects of controller maintenance in big data era 被引量:7
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作者 Xinqing Gao Fan Yang +1 位作者 Chao Shang Dexian Huang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2016年第8期952-962,共11页
Owing to wide applications of automatic control systems in the process industries, the impacts of controller performance on industrial processes are becoming increasingly significant. Consequently, controller maintena... Owing to wide applications of automatic control systems in the process industries, the impacts of controller performance on industrial processes are becoming increasingly significant. Consequently, controller maintenance is critical to guarantee routine operations of industrial processes. The workflow of controller maintenance generally involves the following steps: monitor operating controller performance and detect performance degradation, diagnose probable root causes of control system malfunctions, and take specific actions to resolve associated problems. In this article, a comprehensive overview of the mainstream of control loop monitoring and diagnosis is provided, and some existing problems are also analyzed and discussed. From the viewpoint of synthesizing abundant information in the context of big data, some prospective ideas and promising methods are outlined to potentially solve problems in industrial applications. 展开更多
关键词 Control loop performance assessment Industrial ALARM system Process knowledge ROOT CAUSE diagnosis BIG data
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An automatic identification algorithm for freeway bottleneck based on loop detector data
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作者 王超楠 李文权 +1 位作者 童小龙 陈晨 《Journal of Southeast University(English Edition)》 EI CAS 2014年第4期495-499,共5页
A bottleneck automatic identification algorithm based on loop detector data is proposed. The proposed algorithm selects the critical flow rate as the trigger variable of the algorithm which is calculated by the road c... A bottleneck automatic identification algorithm based on loop detector data is proposed. The proposed algorithm selects the critical flow rate as the trigger variable of the algorithm which is calculated by the road conditions the level of service and the proportion of trucks.The process of identification includes two parts. One is to identify the upstream of the bottleneck by comparing the distance between the current occupancy rate and the mean value of the occupancy rate and the variance of the occupancy rate.The other process is to identify the downstream of the bottleneck by calculating the difference of the upstream occupancy rate with that of the downstream.In addition the algorithm evaluation standards which are based on the time interval of the data the detection rate and the false alarm rate are discussed.The proposed algorithm is applied to detect the bottleneck locations in the Shanghai Inner Ring Viaduct Dabaishu-Guangzhong road section.The proposed method has a good performance in improving the accuracy and efficiency of bottleneck identification. 展开更多
关键词 BOTTLENECK loop detector data occupancy rate flow rate
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Joint MAP channel estimation and data detection for OFDM in presence of phase noise from free running and phase locked loop oscillator 被引量:1
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作者 Kamayani Shrivastav R.P.Yadav K.C.Jain 《Digital Communications and Networks》 SCIE CSCD 2021年第1期55-61,共7页
This paper addresses a computationally compact and statistically optimal joint Maximum a Posteriori(MAP)algorithm for channel estimation and data detection in the presence of Phase Noise(PHN)in iterative Orthogonal Fr... This paper addresses a computationally compact and statistically optimal joint Maximum a Posteriori(MAP)algorithm for channel estimation and data detection in the presence of Phase Noise(PHN)in iterative Orthogonal Frequency Division Multiplexing(OFDM)receivers used for high speed and high spectral efficient wireless communication systems.The MAP cost function for joint estimation and detection is derived and optimized further with the proposed cyclic gradient descent optimization algorithm.The proposed joint estimation and detection algorithm relaxes the restriction of small PHN assumptions and utilizes the prior statistical knowledge of PHN spectral components to produce a statistically optimal solution.The frequency-domain estimation of Channel Transfer Function(CTF)in frequency selective fading makes the method simpler,compared with the estimation of Channel Impulse Response(CIR)in the time domain.Two different time-varying PHN models,produced by Free Running Oscillator(FRO)and Phase-Locked Loop(PLL)oscillator,are presented and compared for performance difference with proposed OFDM receiver.Simulation results for joint MAP channel estimation are compared with Cramer-Rao Lower Bound(CRLB),and the simulation results for joint MAP data detection are compared with“NO PHN"performance to demonstrate that the proposed joint MAP estimation and detection algorithm achieve near-optimum performance even under multipath channel fading. 展开更多
关键词 Orthogonal frequency division multiplexing Phase noise Free running oscillator Phase-locked loop oscillator Maximum a posteriori Channel estimation data detection
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珠圆玉润I—O DATA HyperHyde Loops II CD/MP3随身听
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《新潮电子》 2002年第12期15-15,共1页
关键词 HyperHyde loopS II CD/MP3随身听 I-O data公司
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Data-Driven Model Identification and Control of the Inertial Systems
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作者 Irina Cojuhari 《Intelligent Control and Automation》 2023年第1期1-18,共18页
In the synthesis of the control algorithm for complex systems, we are often faced with imprecise or unknown mathematical models of the dynamical systems, or even with problems in finding a mathematical model of the sy... In the synthesis of the control algorithm for complex systems, we are often faced with imprecise or unknown mathematical models of the dynamical systems, or even with problems in finding a mathematical model of the system in the open loop. To tackle these difficulties, an approach of data-driven model identification and control algorithm design based on the maximum stability degree criterion is proposed in this paper. The data-driven model identification procedure supposes the finding of the mathematical model of the system based on the undamped transient response of the closed-loop system. The system is approximated with the inertial model, where the coefficients are calculated based on the values of the critical transfer coefficient, oscillation amplitude and period of the underdamped response of the closed-loop system. The data driven control design supposes that the tuning parameters of the controller are calculated based on the parameters obtained from the previous step of system identification and there are presented the expressions for the calculation of the tuning parameters. The obtained results of data-driven model identification and algorithm for synthesis the controller were verified by computer simulation. 展开更多
关键词 data-Driven Model Identification Controller Tuning Undamped Transient Response Closed-loop System Identification PID Controller
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GNSS测量与数据处理课程思政闭环设计
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作者 匡翠林 余文坤 蔡昌盛 《高教学刊》 2024年第25期189-192,共4页
GNSS测量与数据处理是测绘工程专业核心专业课。在我国北斗系统走向世界的背景下,该课程开展课程思政具有诸多先天优势。该文从思政目标、思政切入点、思政元素生成路径、思政教学方法和思政效果评价等方面进行该课程的思政全闭环设计,... GNSS测量与数据处理是测绘工程专业核心专业课。在我国北斗系统走向世界的背景下,该课程开展课程思政具有诸多先天优势。该文从思政目标、思政切入点、思政元素生成路径、思政教学方法和思政效果评价等方面进行该课程的思政全闭环设计,以期将课程的思政建设落地落实、见功见效,与思政课程同向同行,形成协同效应,同时也为同行课程思政教学改革提供实操参考。 展开更多
关键词 GNSS测量与数据处理 课程思政 思政元素 课程设计 全闭环设计
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考虑通信时滞的采样控制系统稳定性分析
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作者 陈刚 刘博林 +2 位作者 陈云 邓琪 王震 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第3期963-972,共10页
为了研究带有通信时滞的采样控制系统的稳定性问题,首先,考虑采样区间的采样特性,构造一种依赖于采样区间最值的闭环泛函,在这种泛函中,泛函相关的矩阵不需要满足正定定义,且矩阵随着采样区间最值的变化而变化;然后,利用采样控制系统的... 为了研究带有通信时滞的采样控制系统的稳定性问题,首先,考虑采样区间的采样特性,构造一种依赖于采样区间最值的闭环泛函,在这种泛函中,泛函相关的矩阵不需要满足正定定义,且矩阵随着采样区间最值的变化而变化;然后,利用采样控制系统的动态信息以及定积分的分部积分法,提出一些含自由矩阵的零等式;再次,结合广义自由矩阵积分不等式,推导出采样控制系统带有通信时滞和无通信时滞的2个稳定性判据;最后,通过数值和实际仿真验证采样区间最值的闭环泛函方法的可靠性。研究结果表明:基于采样区间最值的双边闭环泛函能够使采样控制系统稳定性判断更优且更有效。 展开更多
关键词 采样控制系统 稳定性分析 时滞 LYAPUNOV-KRASOVSKII泛函 闭环泛函
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基于模板知识库的智能变电站虚回路校核系统
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作者 张海宁 王胜 +1 位作者 冯巍 徐小俊 《微型电脑应用》 2024年第5期234-238,共5页
构建基于模板知识库的智能变电站虚回路校核系统,建立SCD文件解析知识库,建立虚回路基本知识库(存储基本的虚回路关联关系),生成不同电压等级及接线方式的虚回路标准模板知识库。系统获得变电站归档发布的SCD文件后,通过SCD解析知识库解... 构建基于模板知识库的智能变电站虚回路校核系统,建立SCD文件解析知识库,建立虚回路基本知识库(存储基本的虚回路关联关系),生成不同电压等级及接线方式的虚回路标准模板知识库。系统获得变电站归档发布的SCD文件后,通过SCD解析知识库解析SCD文件生成一二次数据模型,智能关联相匹配的标准模板知识库,根据标准模板知识库对SCD进行校核,生成虚回路校验报告,交给SCD集成商整改。该系统在重庆市电力公司得到应用并取得了良好的效果。 展开更多
关键词 模板知识库 解析知识库 虚回路知识库 一二次数据模型
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用于新型符号的频偏补偿和解调的算法与电路
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作者 林敏 史靖炜 +2 位作者 丁福建 姜帆 陈潇 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 2024年第5期121-129,共9页
为提高传统脉冲位置调制(pulse position modulation,PPM)符号的频谱效率,提出了一种新型码片内4-PPM符号调制方法,在实现1 Gbit/s通信速率的同时,又大大减少所需频谱资源。可在解调时,该符号调制的误码率性能受到发射端时钟和接收端本... 为提高传统脉冲位置调制(pulse position modulation,PPM)符号的频谱效率,提出了一种新型码片内4-PPM符号调制方法,在实现1 Gbit/s通信速率的同时,又大大减少所需频谱资源。可在解调时,该符号调制的误码率性能受到发射端时钟和接收端本地时钟之间的频率偏移的极大影响。针对此问题,又提出了一种在模拟域对该符号进行频偏补偿,并实现符号同步和高速数据解调的算法与电路。该电路系统通过消除接收数据和本地时钟的初始相差、提取两者的频偏信息、周期性改变本地时钟的瞬时相位3步实现频偏补偿,并同时在第3步利用本地时钟对接收数据进行解调。为提高相位插值器(phase interpolator,PI)的线性度,本文将延迟锁定环与PI相结合。在2π的插值范围内,实现插值区间32个,插值步长992个,分辨率2.016 ps,最大差分非线性(differential nonlinearity,DNL)0.183°,最大积分非线性(integral nonlinearity,INL)0.325°。此外,本文提出的相位控制算法有效避免了由电流毛刺所引起的输出相位突变。电路基于UMC 40 nm CMOS RF LP工艺进行设计与仿真。仿真结果表明:本文所提出的算法与电路,在典型工艺角下,将接收数据和本地时钟间的50×10^(-6)频率偏差度降至1.03×10^(-6),频偏补偿准确度达到97.94%,并实现1 Gbit/s的解调速率。该方法对高速PPM数据同步与解调具有良好的工程应用价值。 展开更多
关键词 脉冲位置调制 码片内脉冲位置调制 符号同步 频偏补偿 数据解调 相位插值器 延迟锁定环
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相得益彰:数据驱动新零售商业模式闭环的构建机理——盒马案例研究 被引量:7
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作者 王烽权 江积海 蔡春花 《南开管理评论》 北大核心 2024年第1期4-15,I0001,I0002,共14页
数字经济时代下,数据驱动和新零售商业模式创新之间相得益彰,这使得构建数据驱动新零售商业模式闭环成为可能,然而这一过程机理仍不甚清晰。本文基于数据网络效应理论,以“数据资源行动—数据能力生成—数据网络效应”为逻辑主线,通过... 数字经济时代下,数据驱动和新零售商业模式创新之间相得益彰,这使得构建数据驱动新零售商业模式闭环成为可能,然而这一过程机理仍不甚清晰。本文基于数据网络效应理论,以“数据资源行动—数据能力生成—数据网络效应”为逻辑主线,通过盒马案例研究,系统探索出数据驱动新零售商业模式闭环的构建机理。研究表明:数据驱动新零售商业模式闭环构建是数据资源行动和数据能力生成互动的过程,包括“闭环启动”“闭环扩容”和“闭环加固”三个阶段,表现为“全触点体验优化→价值网络拓展→竞争优势实现”的动态循环,其背后体现出数据网络效应的理论逻辑。具体而言,“闭环启动”“闭环扩容”和“闭环加固”三个阶段可分别被提炼为“场景匹配”“连接协同”和“提效增值”,正是有了“场景匹配→连接协同→提效增值”的动态循环,数据网络效应助推数据驱动新零售商业模式闭环构建的理论逻辑才得以体现。 展开更多
关键词 数据驱动新零售商业模式闭环 构建机理 数据网络效应 盒马
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大数据驱动下防疫供应链协同机制研究
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作者 张晓丹 《中国高新科技》 2024年第9期142-145,共4页
COVID-19疫情暴露出当前防疫供应链协同机制还存在很大改进空间,亟须深入推进数字化转型。基于供应链运营参考模型,构建面向未来的大数据驱动防疫供应链协同体系,通过计划模拟评估物资需求,采购环节实时监测生产和流通动态,运用优化算... COVID-19疫情暴露出当前防疫供应链协同机制还存在很大改进空间,亟须深入推进数字化转型。基于供应链运营参考模型,构建面向未来的大数据驱动防疫供应链协同体系,通过计划模拟评估物资需求,采购环节实时监测生产和流通动态,运用优化算法动态调整生产计划,支撑物流路径选择,指导防疫物资合理分配,实现全链条精细化调度,端到端打通信息流,各环节形成闭环控制,使系统具备主动供给和持续自我优化的能力。不仅大幅提高防疫物资配置的响应速度和精准度,还将显著提高供应链主体的协同效率,有助于构建敏锐度高、弹性强的应急保障体系,使之更好地适应疫情防控的严峻形势。 展开更多
关键词 大数据分析 防疫供应链 数字化转型 协同机制 闭环控制
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2.5Gb/s Monolithic IC of Clock Recovery,Data Decision,and 1∶4 Demultiplexer 被引量:2
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作者 陈莹梅 王志功 +1 位作者 熊明珍 章丽 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2005年第8期1532-1536,共5页
A high integrated monolithic IC, with functions of clock recovery, data decision, and 1 : 4 demultiplexer,is implemented in 0.25μm CMOS process for 2.5Gb/s fiber-optic communications. The recovered and frequency div... A high integrated monolithic IC, with functions of clock recovery, data decision, and 1 : 4 demultiplexer,is implemented in 0.25μm CMOS process for 2.5Gb/s fiber-optic communications. The recovered and frequency divided 625MHz clock has a phase noise of -106.26dBc/Hz at 100kHz offset in response to a 2.5Gb/s PRBS input data (2^31-1). The 2.5Gb/s PRBS data are demultiplexed to four 625Mb/s data. The 0.97mm× 0.97mm IC consumes 550mW under a single 3.3V power supply (not including output buffers). 展开更多
关键词 optical transmission systems clock recovery circuits data decision 1 4 demultiplexer charge pump phase-locked loops
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2.488 Gbit/s clock and data recovery circuit in 0.35 μm CMOS 被引量:1
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作者 王欢 王志功 +2 位作者 冯军 熊明珍 章丽 《Journal of Southeast University(English Edition)》 EI CAS 2006年第2期143-147,共5页
The design of a 2. 488 Gbit/s clock and data recovery (CDR) If for synchronous digital hierarchy (SDH) STM-16 receiver is described. Based on the injected phase-locked loop (IPLL) and D-flip flop architectures, ... The design of a 2. 488 Gbit/s clock and data recovery (CDR) If for synchronous digital hierarchy (SDH) STM-16 receiver is described. Based on the injected phase-locked loop (IPLL) and D-flip flop architectures, the CDR IC was implemented in a standard 0. 35 μan complementary metal-oxide-semiconductor (CMOS) technology. With 2^31 -1 pseudorandom bit sequences (PRBS) input, the sensitivity of data recovery circuit is less than 20 mV with 10^-12 bit error rate (BER). The recovered clock shows a root mean square (rms) jitter of 2. 8 ps and a phase noise of - 110 dBc/Hz at 100 kHz offset. The capture range of the circuit is larger than 40 MHz. With a 5 V supply, the circuit consumes 680 mW and the chip area is 1.49 mm × 1 mm. 展开更多
关键词 clock recovery data recovery phase-locked loop (PLL) PREPROCESSOR
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2.5Gb/s 0.18μm CMOS Clock and Data Recovery Circuit 被引量:2
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作者 刘永旺 王志功 李伟 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第4期537-541,共5页
A 2.5Gb/s clock and data recovery (CDR) circuit is designed and realized in TSMC's standard 0.18/μm CMOS process. The clock recovery is based on a PLL. For phase noise optimization,a dynamic phase and frequency de... A 2.5Gb/s clock and data recovery (CDR) circuit is designed and realized in TSMC's standard 0.18/μm CMOS process. The clock recovery is based on a PLL. For phase noise optimization,a dynamic phase and frequency detector (PFD) is used in the PLL. The rms jitter of the recovered 2.5GHz clock is 2.4ps and the SSB phase noise is - 111dBc/Hz at 10kHz offset. The rms jitter of the recovered 2.5Gb/s data is 3.3ps. The power consumption is 120mW. 展开更多
关键词 clock recovery data recovery phase locked loop dynamic phase and frequency detector
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Performance analysis of a novel chip tracking loop used for regenerative pseudo-noise ranging clock recovery
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作者 张朝杰 金小军 +1 位作者 郁发新 金仲和 《Journal of Southeast University(English Edition)》 EI CAS 2007年第2期185-189,共5页
To improve the performance of composite pseudo-noise (PN) code clock recovery in a regenerative PN ranging system at a low symbol signal-to-noise ratio (SNR), a novel chip tracking loop (CTL) used for regenerati... To improve the performance of composite pseudo-noise (PN) code clock recovery in a regenerative PN ranging system at a low symbol signal-to-noise ratio (SNR), a novel chip tracking loop (CTL) used for regenerative PN ranging clock recovery is adopted. The CTL is a modified data transition tracking loop (DTTL). The difference between them is that the Q channel output of the CTL is directly multiplied by a clock component, while that of the DTTL is multiplied by the Ⅰ channel transition detector output. Under the condition of a quasi-squareware PN ranging code, the tracking ( mean square timing jitter) performance of the CTL is analyzed. The tracking performances of the CTL and the DTTL, are compared over a wide range of symbol SNRs. The result shows that the CTL and the DTTL have the same performance at a large symbol SNR, while at a low symbol SNR, the former offers a noticeable enhancement. 展开更多
关键词 clock recovery tracking loops pseudo-noise codes ranging data transition tracking loop chip tracking loop
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2.5Gb/s/ch 0.18μm CMOS Data Recovery Circuit
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作者 刘永旺 王志功 李伟 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第5期692-695,共4页
A 2.5Gb/s/ch data recovery (DR) circuit is designed for an SFI-5 interface. To make the parallel data bit-synchronization and reduce the bit error rate (BER) ,a delay locked loop (DLL) is used to place the cente... A 2.5Gb/s/ch data recovery (DR) circuit is designed for an SFI-5 interface. To make the parallel data bit-synchronization and reduce the bit error rate (BER) ,a delay locked loop (DLL) is used to place the center of the data eye exactly at the rising edge of the data-sampling clock. A single channel DR circuit was fabricated in TSMC's standard 0. 18μm CMOS process. The chip area is 0. 46mm^2. With a 2^32 - 1 pseudorandom bit sequence (PRBS) input,the RMS jitter of the recovered 2.5Gb/s data is 3.3ps. The sensitivity of the single channel DR is less than 20mV with 10-12 BER. 展开更多
关键词 data recovery delay locked loop bit-synchronization
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用Loop细分曲面拟合点云数据的方法 被引量:1
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作者 梁学章 薛耀红 梁英 《工程图学学报》 CSCD 北大核心 2009年第6期91-97,共7页
将输入的点云数据进行三角剖分形成三角网格,按参考文献[1]建立求解插值细分曲面控制顶点的线性方程组。将所建立的线性方程组进行变换,使方程组的系数矩阵对称。证明了该系数矩阵正定,给出了矩阵特征值的上下界估计。将三角网格顶点作... 将输入的点云数据进行三角剖分形成三角网格,按参考文献[1]建立求解插值细分曲面控制顶点的线性方程组。将所建立的线性方程组进行变换,使方程组的系数矩阵对称。证明了该系数矩阵正定,给出了矩阵特征值的上下界估计。将三角网格顶点作为迭代的初始控制点,提出了求解插值细分曲面控制顶点的两种迭代算法以及两个相应的盈亏修正公式。实例表明,两种迭代算法收敛速度快,拟合精度高。 展开更多
关键词 计算机应用 点云数据拟合 loop细分曲面 逆向工程
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数据要素乘数效应的内涵与实现逻辑
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作者 任诗婷 曾燕 《长安大学学报(社会科学版)》 2024年第2期38-53,共16页
数据是数字经济时代的关键生产要素,国家高度重视发挥数据要素乘数效应、赋能经济社会发展。基于凯恩斯主义经济学框架分析数据要素乘数效应的内涵,结合数据要素乘数效应的有利条件和制约因素分析其实现逻辑。研究发现,数据要素乘数效... 数据是数字经济时代的关键生产要素,国家高度重视发挥数据要素乘数效应、赋能经济社会发展。基于凯恩斯主义经济学框架分析数据要素乘数效应的内涵,结合数据要素乘数效应的有利条件和制约因素分析其实现逻辑。研究发现,数据要素乘数效应的内涵包括溢出效应和反馈效应两方面,数据要素的开发利用可以提升投资水平、消费水平、供需匹配效率和政府调控能力等,从而实现溢出效应。研究还发现,数据要素开发利用过程中,可以通过干中学不断提高原始数据积累水平、畅通数据流通渠道、提高数据分析能力,从而实现反馈效应。数据要素乘数效应的实现逻辑包括:非竞争性可以使数据要素实现报酬递增和正反馈循环,是数据要素可以发挥乘数效应的根本原因;规模经济、正外部性、干中学效应和生产力跃迁是数据要素发挥乘数效应的有利条件;低数据质量、隐私负外部性、数据共享机会成本、数据安全保护成本等可能制约数据要素发挥乘数效应。研究表明,要促进企业数字化转型,构建跨界融合的数据要素应用生态;加强数商生态体系培育,畅通数据要素流通渠道;完善数据要素安全保护制度和公共服务,培育数据安全风险管理产业生态;以效率和公平为目标,完善数据要素收益分配机制。 展开更多
关键词 “数据要素×” 乘数效应 干中学 正反馈循环 数据流通
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非流形曲面Loop细分研究 被引量:1
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作者 彭雨哟 钱晓锋 +1 位作者 周来水 安鲁陵 《机械制造与自动化》 2003年第6期83-88,共6页
工业产品几何造型技术的发展要求,以及代数拓扑学复形等概念引入到几何造型中,因此产生了非流形几何造型理论。参数曲面造型所表示的物体复杂性受到限制,细分造型计算简单,可以表达任意拓扑关系,目前在图形学中已得到广泛研究并在三维... 工业产品几何造型技术的发展要求,以及代数拓扑学复形等概念引入到几何造型中,因此产生了非流形几何造型理论。参数曲面造型所表示的物体复杂性受到限制,细分造型计算简单,可以表达任意拓扑关系,目前在图形学中已得到广泛研究并在三维建模、计算机动画中得到广泛应用。本文介绍了扩展实现Loop细分算法,使之能应用于非流形曲面,并相应提出了一种简易的基于三角形控制网格的数据结构。 展开更多
关键词 loop细分 非流形 分片光顺 数据结构
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基于PCA-ISSA-GRU的燃煤电厂供电煤耗计算研究
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作者 赵钊 茅大钧 陈思勤 《汽轮机技术》 北大核心 2024年第5期353-357,共5页
随着国内电力体制与市场交易机制的变革,燃煤电厂之间的竞争压力越来越激烈,供电煤耗作为衡量电厂经济效益的重要指标,其精准计算就显得愈发重要。提出一种基于PCA-ISSA-GRU方法的供电煤耗计算模型,首先采用滑动窗口法对数据进行稳态筛... 随着国内电力体制与市场交易机制的变革,燃煤电厂之间的竞争压力越来越激烈,供电煤耗作为衡量电厂经济效益的重要指标,其精准计算就显得愈发重要。提出一种基于PCA-ISSA-GRU方法的供电煤耗计算模型,首先采用滑动窗口法对数据进行稳态筛选,采用主成分分析法(PCA)对处理的数据进行特征筛选,选择最相关的输入参数。其次对机组的外部环境进行分析,采用K-means方法最终确定8种不同的工况。最后为了使模型计算更加精确,采用改进的麻雀算法(ISSA)对门控循环单元(GRU)的超参数进行寻优。以上海某600MW机组的历史数据进行验证,并对不同组合模型之间的预测精度进行对比。结果表明,本文的模型供电煤耗计算与实际相吻合,平均误差为1.32g/(kW·h),相对误差在±1%,模型计算精度高,泛化能力强,适用于燃煤电厂供电煤耗的计算。同时,综合评价指标对比显示,本文构建的预测模型比其它的预测模型精度更高,效果更好。 展开更多
关键词 供电煤耗 火电机组 大数据处理 改进麻雀算法 门控循环单元
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