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Control method for multi-input multi-output non-Gaussian random vibration test with cross spectra consideration 被引量:12
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作者 Ronghui ZHENG Huaihai CHEN Xudong HE 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第6期1895-1906,共12页
A control method for Multi-Input Multi-Output(MIMO) non-Gaussian random vibration test with cross spectra consideration is proposed in the paper. The aim of the proposed control method is to replicate the specified ... A control method for Multi-Input Multi-Output(MIMO) non-Gaussian random vibration test with cross spectra consideration is proposed in the paper. The aim of the proposed control method is to replicate the specified references composed of auto spectral densities, cross spectral densities and kurtoses on the test article in the laboratory. It is found that the cross spectral densities will bring intractable coupling problems and induce difficulty for the control of the multioutput kurtoses. Hence, a sequential phase modification method is put forward to solve the coupling problems in multi-input multi-output non-Gaussian random vibration test. To achieve the specified responses, an improved zero memory nonlinear transformation is utilized first to modify the Fourier phases of the signals with sequential phase modification method to obtain one frame reference response signals which satisfy the reference spectra and reference kurtoses. Then, an inverse system method is used in frequency domain to obtain the continuous stationary drive signals. At the same time, the matrix power control algorithm is utilized to control the spectra and kurtoses of the response signals further. At the end of the paper, a simulation example with a cantilever beam and a vibration shaker test are implemented and the results support the proposed method very well. 展开更多
关键词 Cross spectra Kurtosis control multi-input multi-output NON-GAUSSIAN Random vibration test
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Matrix Power Control Algorithm for Multi-input Multi-output Random Vibration Test 被引量:13
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作者 CUI Xuli CHEN Huaihai HE Xudong JIANG Shuangyan 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2011年第6期741-748,共8页
Both auto-power spectrum and cross-power spectrum need to be controlled in multi-input multi-output (MIMO) random vibration test. During the control process with the difference control algorithm (DCA), a lower tri... Both auto-power spectrum and cross-power spectrum need to be controlled in multi-input multi-output (MIMO) random vibration test. During the control process with the difference control algorithm (DCA), a lower triangular matrix is derived from Cholesky decomposition of a reference spectrum matrix. The diagonal elements of the lower triangular matrix (DELTM) may become negative. These negative values have no meaning in physical significance and can cause divergence of auto-power spectrum control. A proportional root mean square control algorithm (PRMSCA) provides another method to avoid the divergence caused by negative values of DELTM, but PRMSCA cannot control the cross-power spectrum. A new control algorithm named matrix power control algorithm (MPCA) is proposed in the paper. MPCA can guarantee that DELTM is always positive in the auto-power spectrum control. MPCA can also control the cross-power spectrum. After these three control algorithms are analyzed, three-input three-output random vibration control tests are implemented on a three-axis vibration shaker. The results show the validity of the proposed MPCA. 展开更多
关键词 multi-input multi-output environmental testing vibration control random vibration auto-power spectrum cross-power spectrum
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Multi-input multi-output random vibration control using Tikhonov filter 被引量:4
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作者 Cui Song Chen Huaihai +1 位作者 He Xudong Zheng Wei 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第6期1649-1663,共15页
Noises always disturb the control effect of an environment test especially in multi-input multi-output(MIMO) systems. If the frequency response function matrices are ill-conditioned, the noises in the driving forces w... Noises always disturb the control effect of an environment test especially in multi-input multi-output(MIMO) systems. If the frequency response function matrices are ill-conditioned, the noises in the driving forces will be amplified and the response spectral lines may awfully exceed their tolerances. Most of the major biases between the response spectra and the reference spectra are produced by the amplified noises. However, ordinary control algorithms can hardly reduce the level of noises. The influences of the noises on both the auto- and cross-power spectra are analyzed in this paper. As a conventional frequency domain method on the inverse problem, the Tikhonov filter is adopted in the environment test to suppress the exceeding spectral lines. By altering regularization parameters gradually, the auto-power spectra can be improved in a closed control loop. Instead of using the traditional way of selecting regularization parameters, we observe the coherence change to estimate noise eliminations. Incidentally, the requirement of coherence control can be realized. The errors of the phase are then studied and a phase control algorithm is introduced at the end as a supplement of cross-power spectra control. The Tikhonov filter and the proposed phase control algorithm are tested numerically and experimentally. The results show that the noises in the vicinity of lightly damped resonant peaks are more stubborn. The response spectra are able to be greatly improved by the combination of these two methods. 展开更多
关键词 COHERENCE Environmental testing multi-input multi-output(MIMO) Noise Phase control Tikhonov filter
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Design of Decentralized Multi-input Multi-output Repetitive Control Systems
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作者 Edi Kurniawan Zhen-Wei Cao +1 位作者 Maria Mitrevska Zhi-Hong Man 《International Journal of Automation and computing》 EI CSCD 2016年第6期615-623,共9页
This paper presents the design of decentralized repetitive control (RC) for multi-input multi-output (MIMO) systems. An optimization method is used to obtain a RC compensator that ensures system stability and good... This paper presents the design of decentralized repetitive control (RC) for multi-input multi-output (MIMO) systems. An optimization method is used to obtain a RC compensator that ensures system stability and good tracking performance. The designed compensator is in the form of a stable, low order, and causal filter, in which the compensator can be implemented separately without being merged with the RC internal model. This will reduce complexity in the implementation. Simulation results and comparison study are given to demonstrate the effectiveness of the proposed design. The novelty of design is also verified in experiments on a 2 degrees of freedom (DOF) robot. 展开更多
关键词 Repetitive control (RC) COMPENSATOR multi-input multi-output (MIMO) DECENTRALIZED optimization two degrees of freedom robot.
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Set-point-related Indirect Iterative Learning Control for Multi-input Multi-output Systems
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作者 Huo, Zhen-Yu Yang, Zhu Pang, Yan-Jun 《International Journal of Automation and computing》 EI 2012年第3期266-273,共8页
A form of iterative learning control (ILC) is used to update the set-point for the local controller. It is referred to as set-point-related (SPR) indirect ILC. SPR indirect ILC has shown excellent performance: as a su... A form of iterative learning control (ILC) is used to update the set-point for the local controller. It is referred to as set-point-related (SPR) indirect ILC. SPR indirect ILC has shown excellent performance: as a supervision module for the local controller, ILC can improve the tracking performance of the closed-loop system along the batch direction. In this study, an ILC-based P-type controller is proposed for multi-input multi-output (MIMO) linear batch processes, where a P-type controller is used to design the control signal directly and an ILC module is used to update the set-point for the P-type controller. Under the proposed ILC-based P-type controller, the closed-loop system can be transformed to a 2-dimensional (2D) Roesser s system. Based on the 2D system framework, a sufficient condition for asymptotic stability of the closed-loop system is derived in this paper. In terms of the average tracking error (ATE), the closed-loop control performance under the proposed algorithm can be improved from batch to batch, even though there are repetitive disturbances. A numerical example is used to validate the proposed results. 展开更多
关键词 Iterative learning control (ILC) indirect ILC multi-input multi-output (MIMO) 2-dimensional system asymptotical stability linear matrix inequality (LMI).
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Performance Improvement of Multi-User Multiple-Input Multiple-Output Protocol for WLAN
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作者 Maha Bakalla Mznah Al-Rodhaan Yuan Tian 《Communications and Network》 2017年第2期124-141,共18页
The increase in the number of devices with a massive revolution in mobile technology leads to increase the capacity of the wireless communications net-works. Multi-user Multiple-Input Multiple-Output is an advanced pr... The increase in the number of devices with a massive revolution in mobile technology leads to increase the capacity of the wireless communications net-works. Multi-user Multiple-Input Multiple-Output is an advanced procedure of Multiple-Input Multiple-Output, which improves the performance of Wireless Local Area Networks. Moreover, Multi-user Multiple-Input Multiple-Output leads the Wireless Local Area Networks toward covering more areas. Due to the growth of the number of clients and requirements, researchers try to improve the performance of the Medium Access Control protocol of Multi-user Multiple-Input Multiple-Output technology to serve the user better, by supporting different data sizes, and reducing the waiting time to be able to transmit data quickly. In this paper, we propose a Clustering Multi-user Multiple-Input Multiple-Output protocol, which is an improved Medium Access Control protocol for Multi-user Multiple-Input Multiple-Out-put based on MIMOMate clustering technique and Padovan Backoff Algorithm. Utilizing MIMOMMate focuses on the signal power which only serves the user in that cluster, minimizes the energy consumption and increases the capacity. The implementation of Clustering Multi-user Multiple-Input Multiple-Output performs on the Network Simulator (NS2.34) platform. The results show that Clustering Multi-user Multiple-Input Multiple-Output protocol improves the throughput by 89.8%, and reduces the latency of wireless communication by 43.9% in scenarios with contention. As a result, the overall performances of the network are improved. 展开更多
关键词 CLUSTERING multi-USER multiPLE-input multiple-Output multi-USER multiPLE-input multiple-Output MIMOMate Padovan BACKOFF Algorithm Wireless Local Arewa Network
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A Multi Input Multi Output Converter for Hybrid Energy Systems
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作者 T. Baldwin Immanuel A. Suresh M. R. Rashmi 《Circuits and Systems》 2016年第6期771-778,共8页
Multi input and multi output converters are becoming popular because they are cost effective and compact. This paper proposes a multi input multi output converter for Grid-Solar power integration for uninterrupted pow... Multi input and multi output converters are becoming popular because they are cost effective and compact. This paper proposes a multi input multi output converter for Grid-Solar power integration for uninterrupted power supply. The proposed converter uses four winding transformer with two primary windings and two secondary windings. The grid supply is connected to the first winding of transformer through rectifier-inverter for controlled power transfer. The solar energy is inverted and applied to the second winding of primary. Two output ports are considered. The circuit is designed to get zero current switching during turn-off and zero voltage switching during turn-on to alleviate the switching losses. The simulation results for the proposed configuration are presented in this paper. 展开更多
关键词 multi input/multi Output Converters ZCS/ZVS Grid-Solar Power Integration multi Winding Transformer
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Analysis on the Seismic Response of Soil Slopes Based on the Multi-point Input Method 被引量:1
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作者 Li Li Jing Pengxu Xu Qin 《Earthquake Research in China》 CSCD 2017年第4期574-588,共15页
In general, the seismic response analysis in earthquake engineering assumes that the vibration parameters of the target and the contact surface of the external media are identical,i. e., single point input. However, e... In general, the seismic response analysis in earthquake engineering assumes that the vibration parameters of the target and the contact surface of the external media are identical,i. e., single point input. However, earthquake energy has an attenuation phenomenon in wave propagation,so a wide range of soil slopes and the external medium contact surface of different input points on motion are not identical. If we consider single point input only, it may not correspond with reality, so it is necessary to carry out research on multi-point input methods. Based on the 2-D slope model,single-point input and multi-point input are performed respectively to analyze and compare their similarities and differences in the perspectives of the characteristics of seismic response of soil layer and plastic zone distribution to provide a reference for the seismic design of slopes. The results show that in the perspective of soil seismic response analysis,the peak acceleration output and peak velocity output under multi-point input are greater than the peak values under single point input at the same monitoring point,the peak appearing time is also earlier than that of the single point input; in terms of the plastic zone distribution,the multi-point effect is manifested as the presence of more obvious tensile shear failures; in the perspective of safety coefficient,the safety coefficient under each multi-point input is smaller than that of single point input,a difference of about 7 % or so. In summary,multi-point input is more reasonable and practical than single point input,so multi-point input should be considered in seismic design. 展开更多
关键词 SEISMIC response ANALYSIS GROUND MOTION synthesis Single-point input multi-point input Safety FACTOR
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Robust Delay-dependent H∞ Consensus Control for Multi-agent Systems with Input Delays 被引量:2
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作者 LI Zhen-Xing JI Hai-Bo 《自动化学报》 EI CSCD 北大核心 2014年第11期2556-2562,共7页
关键词 多代理系统 控制输出 时滞相关 延迟 输入 状态反馈控制器 线性化算法 不确定性
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Self-triggered Consensus Control for Linear Multi-agent Systems With Input Saturation 被引量:16
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作者 Yanxu Su Qingling Wang Changyin Sun 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2020年第1期150-157,共8页
In this paper, we study the consensus problem for a class of linear multi-agent systems(MASs) with consideration of input saturation under the self-triggered mechanism. In the context of discrete-time systems, a self-... In this paper, we study the consensus problem for a class of linear multi-agent systems(MASs) with consideration of input saturation under the self-triggered mechanism. In the context of discrete-time systems, a self-triggered strategy is developed to determine the time interval between the adjacent triggers. The triggering condition is designed by using the current sampled consensus error. Furthermore, the consensus control protocol is designed by means of a state feedback approach. It is shown that the considered multi-agent systems can reach consensus with the presented algorithm. Some sufficient conditions are proposed in the form of linear matrix inequalities(LMIs) to show the positively invariant property of the domain of attraction(DOA). Moreover, some sufficient conditions of controller synthesis are provided to enlarge the volume of the DOA and obtain the control gain matrix. A numerical example is simulated to demonstrate the effectiveness of the theoretical analysis results. 展开更多
关键词 input saturation linear matrix inequalities(LMIs) multi-agent systems(MASs) self-triggered control
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A multi-input and multi-output design on automotive engine management system
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作者 翟禹嘉 孙研 +1 位作者 钱科军 LEE Sang-hyuk 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第12期4687-4692,共6页
Lookup table is widely used in automotive industry for the design of engine control units(ECU).Together with a proportional-integral controller,a feed-forward and feedback control scheme is often adopted for automotiv... Lookup table is widely used in automotive industry for the design of engine control units(ECU).Together with a proportional-integral controller,a feed-forward and feedback control scheme is often adopted for automotive engine management system(EMS).Usually,an ECU has a structure of multi-input and single-output(MISO).Therefore,if there are multiple objectives proposed in EMS,there would be corresponding numbers of ECUs that need to be designed.In this situation,huge efforts and time were spent on calibration.In this work,a multi-input and multi-out(MIMO) approach based on model predictive control(MPC) was presented for the automatic cruise system of automotive engine.The results show that the tracking of engine speed command and the regulation of air/fuel ratio(AFR) can be achieved simultaneously under the new scheme.The mean absolute error(MAE) for engine speed control is 0.037,and the MAE for air fuel ratio is 0.069. 展开更多
关键词 neural network spark-ignition engine dynamical system modeling system identification multi-input and mult-output(MIMO) control system
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Input and output efficiency of urban agglomerations in China using DEA multi-stage model
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作者 LI Qiu-ying 《Ecological Economy》 2019年第2期95-100,共6页
In this study, we apply the data envelopment analysis(DEA) model to quantitatively measure the input and output efficiency of 19 urban agglomerations in China from 2011 to 2016. The results show that the input and out... In this study, we apply the data envelopment analysis(DEA) model to quantitatively measure the input and output efficiency of 19 urban agglomerations in China from 2011 to 2016. The results show that the input and output efficiency of urban agglomerations is relatively not high, only a small number of that reach the optimal DEA efficiency. It is clearly revealed that there are the regions from the east that presents the better performance, followed by regions from the central and the west. The peer counts show that Zhusanjiao is taken into account 12 times which shows the importance here of the Zhusanjiao model.Considering the values for radial movements and the slack movements, respective urban agglomeration has their improving orientation towards the capital slack, the labor slack or the land slack. It offers a scientific decision-making of for healthy urbanization and high quality development. 展开更多
关键词 input and OUTPUT EFFICIENCY urban agglomerations multi-STAGE DEA
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Input series out putparallel based multi-modular boost half bridge DC-DC converter with a dynamic control scheme
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作者 SOOMRO Amir Mahmood SYED Amjad Ali +2 位作者 KHIZER Arbab Nighat 廖晓钟 MANZOOR Muhammad Farhan 《Journal of Beijing Institute of Technology》 EI CAS 2014年第4期519-526,共8页
Multi-modular system plays an important role in power system architecture because low voltage and low power converters can be connected in any combination parallel or series at input/ output side in order to obtained ... Multi-modular system plays an important role in power system architecture because low voltage and low power converters can be connected in any combination parallel or series at input/ output side in order to obtained any given power system specifications. Multi-modular boost haft bridge DC-DC converter in the configuration of input series output parallel has been investigated in this paper. The boost half bridge DC-DC converters are connected in input series output parallel con- figuration in order to achieve equal input voltage sharing and output current sharing between the con- verters. This can be achieved with the help of dynamic control scheme which consists of two loops, a voltage loop and a current loop, for each module. Dynamic behavior of multi-modular converter configuration has been observe by varying the load condition. Moreover, the results obtained through multi-modular converter describe that the system has good dynamic and steady state response. Al- though two converter modules are focused in this paper but it can be modified to any number of modules. 展开更多
关键词 boost haft bridge BHB input series output parallel ISOP input voltage sharing(IVS) multi-modular output current sharing (OCS)
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ESG评级对人力资本投入:“负担”还是“有益”——基于商道融绿ESG评级的准自然实验
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作者 郭震 刘晶 李龙飞 《产业经济评论》 2026年第1期97-120,共24页
ESG兼顾经济、社会、治理效益的协调发展,与低碳环保、可持续发展理念一脉相承,为企业实现“绿色蝶变”、落实“双碳”目标提供行动指南和支持。本文基于第三方商道融绿首次发布ESG评级的外生冲击,以2010-2020年中国A股上市公司为样本,... ESG兼顾经济、社会、治理效益的协调发展,与低碳环保、可持续发展理念一脉相承,为企业实现“绿色蝶变”、落实“双碳”目标提供行动指南和支持。本文基于第三方商道融绿首次发布ESG评级的外生冲击,以2010-2020年中国A股上市公司为样本,通过构建多时点双重差分模型,深入探究了ESG评级对企业人力资本投入的影响。研究结果表明:第一,ESG评级能够显著地促进企业人力资本投入,这一结论经过了一系列稳健性检验的支持。第二,ESG评级可以通过推动企业绿色创新、缓解融资约束,进而促进企业人力资本投入。第三,企业数字化水平正向调节ESG评级与人力资本投入的关系。企业内薪酬差距负向调节两者关系,即企业内薪酬差距越大,越不利于ESG评级对人力资本投入的正向影响。异质性检验表明,ESG评级对人力资本投入在竞争性行业更显著,对国有企业、重污染企业和技术资本密集型企业的影响更显著。研究为完善ESG评级第三方鉴证框架、培育可持续发展复合型人才建设及高质量发展提供了理论参考和实践依据。 展开更多
关键词 ESG评级 人力资本投入 多时点双重差分模型
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A Wavelet Neural Network Based Non-linear Model Predictive Controller for a Multi-variable Coupled Tank System 被引量:4
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作者 Kayode Owa Sanjay Sharma Robert Sutton 《International Journal of Automation and computing》 EI CSCD 2015年第2期156-170,共15页
In this paper, a novel real time non-linear model predictive controller(NMPC) for a multi-variable coupled tank system(CTS) is designed. CTSs are highly non-linear and can be found in many industrial process applicati... In this paper, a novel real time non-linear model predictive controller(NMPC) for a multi-variable coupled tank system(CTS) is designed. CTSs are highly non-linear and can be found in many industrial process applications. The involvement of multi-input multi-output(MIMO) system makes the design of an effective controller a challenging task. MIMO systems have inherent couplings,interactions in-between the process input-output variables and generally have an complex internal structure. The aim of this paper is to design, simulate, and implement a novel real time constrained NMPC for a multi-variable CTS with the aid of intelligent system techniques. There are two major formidable challenges hindering the success of the implementation of a NMPC strategy in the MIMO case. The first is the difficulty of obtaining a good non-linear model by training a non-convex complex network to avoid being trapped in a local minimum solution. The second is the online real time optimisation(RTO) of the manipulated variable at every sampling time.A novel wavelet neural network(WNN) with high predicting precision and time-frequency localisation characteristic was selected for an MIMO model and a fast stochastic wavelet gradient algorithm was used for initial training of the network. Furthermore, a genetic algorithm was used to obtain the optimised parameters of the WNN as well as the RTO during the NMPC strategy. The proposed strategy performed well in both simulation and real time on an MIMO CTS. The results indicated that WNN provided better trajectory regulation with less mean-squared-error and average control energy compared to an artificial neural network. It is also shown that the WNN is more robust during abnormal operating conditions. 展开更多
关键词 Wavelet neural network(WNN) non-linear model predictive control(NMPC) real time practical implementation multi-input multi-outpu
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Target estimation using MIMO radar with multiple subcarriers 被引量:2
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作者 Min Jiang Jianguo Huang +1 位作者 Yong Jin Jing Han 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第1期57-62,共6页
This paper analyzes the effect of waveform parame- ters on the joint target location and velocity estimation by a non- coherent multiple input multiple output (MIMO) radar transmitting multiple subcarriers signals. ... This paper analyzes the effect of waveform parame- ters on the joint target location and velocity estimation by a non- coherent multiple input multiple output (MIMO) radar transmitting multiple subcarriers signals. How the number of subcarriers in- fluences the estimation accuracy is illustrated by considering the joint Cramer-Rao bound and the mean square error of the maxi- mum likelihood estimate. The non-coherent MIMO radar ambiguity function with multiple subcarriers is developed and investigated by changing the number of subcarriers, the pulse width and the frequency spacing between adjacent subcarriers. The numerical results show that more subcarriers mean more accurate estimates, higher localization resolution, and larger pulse width results in a worse performance of target location estimation, while the fre- quency spacing affects target location estimation little. 展开更多
关键词 target estimation non-coherent multiple input multi- ple output (MIMO) radar multiple subcarrier waveform parameter ambiguity function (AF).
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消费端视角下典型发达国家与发展中国家碳排放趋势研究
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作者 潘箫至 尚丽 +5 位作者 沈群 沈国飞 孙楠楠 魏崇 宋小龙 魏伟 《环境污染与防治》 北大核心 2026年第2期1-9,共9页
基于消费端视角,分析典型发达国家与发展中国家的碳排放趋势,利用Eora全球供应链数据库,选取特定时间点,结合多区域投入产出(MRIO)模型,对消费端碳排放结构、部门贡献及其动态变化进行测算。研究结果表明:发达国家与发展中国家在全球碳... 基于消费端视角,分析典型发达国家与发展中国家的碳排放趋势,利用Eora全球供应链数据库,选取特定时间点,结合多区域投入产出(MRIO)模型,对消费端碳排放结构、部门贡献及其动态变化进行测算。研究结果表明:发达国家与发展中国家在全球碳排放中的角色存在明显差异。发达国家通过消费驱动全球碳排放,而发展中国家则在生产端承担着主要的碳排放压力;家庭消费是消费端碳排放的主要来源,发展中国家固定资本形成的碳排放占比较高,发达国家的政府消费碳排放较为稳定;传统高碳行业电气水、石油化工和非金属矿产品、电气和机械、运输、金属制品仍是全球消费端碳排放的核心来源。未来需优化碳责任分配,推动低碳技术发展,并通过市场与政策机制协调全球碳减排行动。 展开更多
关键词 消费端碳排放 发达国家与发展中国家 多区域投入产出模型 碳排放转移
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A NOVEL ZERO-FORCING PRECODING METHOD FOR MULTI-CELL MIMO SYSTEMS 被引量:1
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作者 Zhou Wen Jiang Yongquan Fan Lisheng 《Journal of Electronics(China)》 2013年第2期152-158,共7页
Precoding methods at the Base Station (BS) can be used to deal with the inter-cell interference and improve the signal quality of the user especially at the cell edge. In this paper, a novel Zero-Forcing (ZF) precodin... Precoding methods at the Base Station (BS) can be used to deal with the inter-cell interference and improve the signal quality of the user especially at the cell edge. In this paper, a novel Zero-Forcing (ZF) precoding method is proposed and investigated for multi-cell Multi-Input Multi-Output (MIMO) systems. We propose a relaxed ZF precoding method by relaxing the ZF criterion to some degree so that the inter-cell interference may not be zero. Complexity analysis shows that compared with the conventional ZF method, the additional computation complexity for the proposed method is trivial. Simulation results show that the proposed relaxed ZF method has better performance than the conventional ZF method in terms of the sum-rate, especially at low Signal to Noise Ratio (SNR). 展开更多
关键词 Coordinated multipoint transmission/reception multi-input multi-Output (MIMO) Coordinated beamforming
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基于多级注意力机制的滑坡位移多步预测方法
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作者 任冯 肖慧 +2 位作者 冯沂萱 吴雨洁 艾玉洁 《电子测量技术》 北大核心 2026年第1期40-49,共10页
针对土质滑坡位移多步预测方法的缺乏以及在多时间步长下预测误差较大的问题,本文提出了一种基于多级注意力机制并行模型的滑坡位移多步预测方法。采用多输入多输出的预测策略,通过含有多头注意力机制的Transformer编码器网络分支以及... 针对土质滑坡位移多步预测方法的缺乏以及在多时间步长下预测误差较大的问题,本文提出了一种基于多级注意力机制并行模型的滑坡位移多步预测方法。采用多输入多输出的预测策略,通过含有多头注意力机制的Transformer编码器网络分支以及经全局注意力机制(GAM)优化的双向门控循环单元(BiGRU)网络分支,两个网络分支并行处理滑坡历史监测数据,之后对并行网络提取到的滑坡特征信息通过交叉注意力机制(CAM)进行特征融合后输出预测的滑坡多步位移值。实验结果表明,多级注意力机制模型在滑坡位移多步预测中平均绝对误差(MAE)、均方根误差(RMSE)分别为2.17 mm、3.05 mm,决定系数(R^(2))为0.9689,相较于其他模型误差最低,决定系数结果最优,在长时间步下的预测效果更加稳定,有利于提前预知滑坡发展动向,为滑坡的预防与治理提供了重要的技术支持。 展开更多
关键词 滑坡位移多步预测 多级注意力机制 Transformer编码器 双向门控循环单元 多输入多输出策略
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“一带一路”沿线经济体贸易隐含碳网络及其动态演化机制
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作者 罗明 郑锐豪 范如国 《生态经济》 北大核心 2026年第2期108-115,共8页
利用多区域投入产出模型对“一带一路”沿线经济体贸易隐含碳进行测度,并构建贸易隐含碳网络,采用时间指数随机图模型探究空间关联特征及内生演化机制。研究表明:(1)网络结构稳定,呈现出“小世界”和“中心—边缘”特征。(2)贸易隐含碳... 利用多区域投入产出模型对“一带一路”沿线经济体贸易隐含碳进行测度,并构建贸易隐含碳网络,采用时间指数随机图模型探究空间关联特征及内生演化机制。研究表明:(1)网络结构稳定,呈现出“小世界”和“中心—边缘”特征。(2)贸易隐含碳规模不断增大,交流日益频繁。互惠性主要存在于发达经济体板块内部;发达经济体和落后经济体之间的对称可达性较弱,存在不平等的碳排放关系。(3)网络形成和演化存在结构依赖和时间依赖效应。其中,聚敛性、多连通性、三元传递闭合性和路径依赖效应明显;发送者的出口污染密度以及接收者的经济发展水平与贸易隐含碳关系的形成概率呈正相关关系,而接收者的环境监管力度与贸易隐含碳关系的形成概率呈负相关关系;贸易隐含碳关系随着不断深化的中间品贸易而增强。 展开更多
关键词 多区域投入产出模型 贸易隐含碳网络 时间指数随机图模型 内生演化机制
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