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Modeling and Measurement of Path Loss in Reconfigurable Intelligent Surface Assisted Broadcast Wireless Communication
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作者 Teng Xiaokun Ren Yanqing +4 位作者 Zhou Ruya Tang Wankai Yang Jie Chen Weicong Jin Shi 《China Communications》 2025年第5期61-70,共10页
Reconfigurable intelligent surface(RIS)has proven to be promising for future wireless communication.Due to its ability to manipulate electromagnetic(EM)waves,RIS provides a flexible and programmable way to implement i... Reconfigurable intelligent surface(RIS)has proven to be promising for future wireless communication.Due to its ability to manipulate electromagnetic(EM)waves,RIS provides a flexible and programmable way to implement intelligent wireless environments.While path loss modeling has been conducted in some prior research,an issue remaining unknown is the characteristics of multi-beam path loss for RIS.In this paper,we model,simulate and measure the multi-beam path loss in RIS-assisted broadcast communication scenarios.We propose two specific configurations of RIS and derive the path loss models,which reveal that the incident beam can be equally divided into multiple beams without power loss through rational design of the phase coding.The proposed path loss model is validated through simulation subsequently.To further verify our conclusions,we build a millimeter wave(mmWave)measurement system with a 35 GHz fabricated RIS.The measurement result corresponds well with the simulation,which shows a difference of about 3 dB in the received signal power of quad-beam compared with dual-beam,as well as dual-beam compared with single-beam,except for the impact of radiation patterns of the antennas and RIS elements. 展开更多
关键词 broadcast communication passive beamforming path loss reconfigurable intelligent surface
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Robust Fingerprint Construction Based on Multiple Path Loss Model (M-PLM) for Indoor Localization
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作者 Yun Fen Yong Chee Keong Tan +1 位作者 Ian Kim Teck Tan Su Wei Tan 《Computers, Materials & Continua》 SCIE EI 2023年第1期1801-1818,共18页
A robust radio map is essential in implementing a fingerprint-based indoor positioning system(IPS).However,the offline site survey to manually construct the radio map is time-consuming and labour-intensive.Various int... A robust radio map is essential in implementing a fingerprint-based indoor positioning system(IPS).However,the offline site survey to manually construct the radio map is time-consuming and labour-intensive.Various interpolation techniques have been proposed to infer the virtual fingerprints to reduce the time and effort required for offline site surveys.This paper presents a novel fingerprint interpolator using a multi-path loss model(MPLM)to create the virtual fingerprints from the collected sample data based on different signal paths from different access points(APs).Based on the historical signal data,the poor signal paths are identified using their standard deviations.The proposed method reduces the positioning errors by smoothing out the wireless signal fluctuations and stabilizing the signals for those poor signal paths.By consideringmultipath signal propagations from different APs,the inherent noise from these signal paths can be alleviated.Firstly,locations of the signal data with standard deviations higher than the threshold are identified.The new fingerprints are then generated at these locations based on the proposed M-PLM interpolation function to replace the old fingerprints.The proposed technique interpolates virtual fingerprints based on good signal paths with more stable signals to improve the positioning performance.Experimental results show that the proposed scheme enhances the positioning accuracy by up to 44%compared to the conventional interpolation techniques such as the Inverse DistanceWeighting,Kriging,and single Path LossModel.As a result,we can overcome the site survey problems for IPS by building an accurate radio map with more reliable signals to improve indoor positioning performance. 展开更多
关键词 path loss model radio map indoor positioning system INTERPOLATION fingerprinting
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Path Loss Modelling for Location Service Applications
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作者 Slawomir J. Ambroziak Ryszard J. Katulski Jaroslaw Sadowski Jacek Stefanski 《通讯和计算机(中英文版)》 2013年第9期1247-1252,共6页
关键词 路径损耗模型 位置服务 应用 无线通信网络 定位业务 蜂窝网络 UMTS 多径传播
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基于PLS-PATH方法的科技创新对资源利用绩效边际效应测度与分析 被引量:5
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作者 张乐勤 陈素平 《世界科技研究与发展》 CSCD 2018年第3期302-315,共14页
探索科技创新对资源利用绩效影响效应,对践行创新发展理念及生态文明建设具有重要启示意义。本文以安徽省为例,采用典型相关分析方法,对资源利用绩效影响因子进行识别;基于STIRPAT模型,采用偏最小二乘回归分析方法,就科技创新等驱动因... 探索科技创新对资源利用绩效影响效应,对践行创新发展理念及生态文明建设具有重要启示意义。本文以安徽省为例,采用典型相关分析方法,对资源利用绩效影响因子进行识别;基于STIRPAT模型,采用偏最小二乘回归分析方法,就科技创新等驱动因子对资源利用绩效边际贡献进行测算;运用通径分析方法,就科技创新对资源利用绩效的直接影响效应及通过其他因素产生的间接影响效应进行考察。结果表明:(1)科技创新、经济增长、城镇化、对外开放、市场化程度、环境规制与资源利用综合绩效间呈典型高度正相关,而产业结构与资源利用综合绩效呈典型负相关关系;(2)科技创新对资源利用绩效直接效应低于间接效应。基于研究结果,从高度重视产业结构在资源利用绩效提升中的"木桶"效应等方面,提出了政策建议。 展开更多
关键词 科技创新 资源利用绩效 边际效应 STIRPAT模型 plS-path方法
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Channel Measurement and Path Loss Modeling from 220 GHz to 330 GHz for 6G Wireless Communications 被引量:11
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作者 Pan Tang Jianhua Zhang +7 位作者 Haoyu Tian Zhaowei Chang Jun Men Yuxiang Zhang Lei Tian Liang Xia Qixing Wang Jingsuo He 《China Communications》 SCIE CSCD 2021年第5期19-32,共14页
Terahertz(THz)communication has been envisioned as a key enabling technology for sixthgeneration(6G).In this paper,we present an extensive THz channel measurement campaign for 6G wireless communications from 220 GHz t... Terahertz(THz)communication has been envisioned as a key enabling technology for sixthgeneration(6G).In this paper,we present an extensive THz channel measurement campaign for 6G wireless communications from 220 GHz to 330 GHz.Furthermore,the path loss is analyzed and modeled by using two single-frequency path loss models and a multiplefrequencies path loss model.It is found that at most frequency points,the measured path loss is larger than that in the free space.But at around 310 GHz,the propagation attenuation is relatively weaker compared to that in the free space.Also,the frequency dependence of path loss is observed and the frequency exponent of the multiple-frequencies path loss model is 2.1.Moreover,the cellular performance of THz communication systems is investigated by using the obtained path loss model.Simulation results indicate that the current inter-site distance(ISD)for the indoor scenario is too small for THz communications.Furthermore,the tremendous capacity gain can be obtained by using THz bands compared to using microwave bands and millimeter wave bands.Generally,this work can give an insight into the design and optimization of THz communication systems for 6G. 展开更多
关键词 TERAHERTZ channel measurement channel modeling path loss
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Investigating path loss characteristics of UWB signals in vacancy indoor environment based on time-domain technique 被引量:3
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作者 Wang Yang Zhang Naitong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期296-302,共7页
The path loss analysis model based on 5 rays in vacancy indoor environment is proposed. The relationship between multipath overlapping and the path loss is analyzed mathematically. Time-domain technique is introduced ... The path loss analysis model based on 5 rays in vacancy indoor environment is proposed. The relationship between multipath overlapping and the path loss is analyzed mathematically. Time-domain technique is introduced to compute reflection coefficient in a very short time interval. A 5 rays path loss calculation method, which is satisfactory accurate, is developed. 5 typical environments are involved to analyze and generalize the common path loss characteristics in vacancy indoor environment. The simulation result shows that the path loss can be characterized as 3 zones with different path loss exponent as distance between transmitter and receiver increasing. 展开更多
关键词 UWB path loss TIME-DOMAIN MULTIpath indoor environment.
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Intelligent Reflecting Surfaces Enabled Cognitive Internet of Things Based on Practical Pathloss Model 被引量:6
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作者 Zheng Chu Pei Xiao +2 位作者 De Mi Hongzhi Chen Wanming Hao 《China Communications》 SCIE CSCD 2020年第12期1-16,共16页
In this paper,we aim to unlock the potential of intelligent reflecting surfaces(IRSs)in cognitive internet of things(loT).Considering that the secondary IoT devices send messages to the secondary access point(SAP)by s... In this paper,we aim to unlock the potential of intelligent reflecting surfaces(IRSs)in cognitive internet of things(loT).Considering that the secondary IoT devices send messages to the secondary access point(SAP)by sharing the spectrum with the primary network,the interference is introduced by the IoT devices to the primary access point(PAP)which profits from the IoT devices by pricing the interference power charged by them.A practical path loss model is adopted such that the IRSs deployed between the IoT devices and SAP serve as diffuse scatterers,but each reflected signal can be aligned with its own desired direction.Moreover,two transmission policies of the secondary network are investigated without/with a successive interference cancellation(SIC)technique.The signal-to-interference plus noise ratio(SINR)balancing is considered to overcome the nearfar effect of the IoT devices so as to allocate the resource fairly among them.We propose a Stackelberg game strategy to characterize the interaction between primary and secondary networks.For the proposed game,the Stackelberg equilibrium is analytically derived to optimally obtain the closed-form solution of the power allocation and interference pricing.Numerical results are demonstrated to validate the performance of the theoretical derivations. 展开更多
关键词 dedicated intelligent reflecting surfaces internet of things practical path loss cognitive network Stackelberg game
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Path loss modelling and comparison based on the radio propagation measurement at 3.5GHz 被引量:4
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作者 王萍 Li Yingzhe +2 位作者 Chang Ruoting Sun Kun Xu Hui 《High Technology Letters》 EI CAS 2009年第3期272-276,共5页
Wideband IMT-Advanced mobile communication systems tend to operate in the high frequency bands due to a relatively large capacity available. Thus, Measurement and modelling methods of radio propaga- tion eharaeteristi... Wideband IMT-Advanced mobile communication systems tend to operate in the high frequency bands due to a relatively large capacity available. Thus, Measurement and modelling methods of radio propaga- tion eharaeteristics are proposed for the field test of Chinese 4th generation (4G) trial system. The mea- surement system is established for 3.5GHz based on the sophistieated measurement instruments and the virtual instrument teehnology. The characteristic parameters of radio propagation sueh as path loss (PL) exponent and shadow fading standard deviation are extracted from measurement data, which result in the path loss model finally. The comparisons with other existing international models results validate our mea- surement in terms of path loss model. Based on the analysis of the existing extension model assumed for the microwave frequency at 3.5GHz, we find that the Stanford University Interim (SUI) model fits very well with the measurement result in the hotspot scenario, while the COST 231 model is closer to the mea- surement result in the suburban scenario. This result provides a measurement-based channel referenee for the development of the future IMT-Advanced systems in China. 展开更多
关键词 IMT-advaneed channel measurement channel model path loss radio propagation Stanford University Interim (SUI) COST 231 Hata WINNER
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A 4H-SiC trench IGBT with controllable hole-extracting path for low loss 被引量:1
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作者 吴丽娟 刘恒 +4 位作者 宋宣廷 陈星 曾金胜 邱滔 张帮会 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第4期714-718,共5页
A novel 4H-Si C trench insulated gate bipolar transistor(IGBT)with a controllable hole-extracting(CHE)path is proposed and investigated in this paper.The CHE path is controlled by metal semiconductor gate(MES gate)and... A novel 4H-Si C trench insulated gate bipolar transistor(IGBT)with a controllable hole-extracting(CHE)path is proposed and investigated in this paper.The CHE path is controlled by metal semiconductor gate(MES gate)and metal oxide semiconductor gate(MOS gate)in the p-shield region.The grounded p-shield region can significantly suppress the high electric field around gate oxide in Si C devices,but it weakens the conductivity modulation in the Si C trench IGBT by rapidly sweeping out holes.This effect can be eliminated by introducing the CHE path.The CHE path is pinched off by the high gate bias voltage at on-state to maintain high conductivity modulation and obtain a comparatively low on-state voltage(VON).During the turn-off transient,the CHE path is formed,which contributes to a decreased turn-off loss(EOFF).Based on numerical simulation,the EOFFof the proposed IGBT is reduced by 89%compared with the conventional IGBT at the same VONand the VONof the proposed IGBT is reduced by 50%compared to the grounded p-shield IGBT at the same EOFF.In addition,the average power reduction for the proposed device can be 51.0%to 81.7%and 58.2%to 72.1%with its counterparts at a wide frequency range of 500 Hz to 10 k Hz,revealing a great improvement of frequency characteristics. 展开更多
关键词 controllable hole-extracting path energy loss frequency characteristics Si C insulated gate bipolar transistor(IGBT)
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Maximum Inner Product Method for Extracting the Path-Loss Parameters in Primary Transformer Substations 被引量:2
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作者 Qiang Li Hongxin Zhang +2 位作者 Tianyi Zheng Xueli Wang Yinghua Lv 《China Communications》 SCIE CSCD 2019年第4期120-129,共10页
In order to deploy short-range wireless communication devices in the primary transformer substation, a Maximum Inner Product(MIP) Method is proposed to extract the path-loss parameters in 110 kV and 220 kV primary tra... In order to deploy short-range wireless communication devices in the primary transformer substation, a Maximum Inner Product(MIP) Method is proposed to extract the path-loss parameters in 110 kV and 220 kV primary transformer substations. The maximum inner product of the testing data is calculated to find out the loss index n and the standard deviation σ, and then the pathloss models can be set up. By comparing the MIP with Minimum Mean Square estimation(MMSE) and Cumulative Sum(CUSUM), MIP can match the measured values best. In order to apply the MIP path-loss model, under the initial signal to noise ratio(SNR) at 5 dB and 10 dB, a ZigBee simulation system is constructed to validate the situation that bit error rate(BER) varies with distance. And the ZigBee devices with 5 units are tested in a 220 kV primary transformer substation. The result of the test proves that the path-loss model is accurate. 展开更多
关键词 PRIMARY transformer SUBSTATION path-loss ZigBee
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Statistical Model of Path Loss for Railway 5G Marshalling Yard Scenario 被引量:1
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作者 DING Jianwen LIU Yao +2 位作者 LIAO Hongjian SUN Bin WANG Wei 《ZTE Communications》 2023年第3期117-122,共6页
The railway mobile communication system is undergoing a smooth transition from the Global System for Mobile Communications-Railway(GSM-R)to the Railway 5G.In this paper,an empirical path loss model based on a large am... The railway mobile communication system is undergoing a smooth transition from the Global System for Mobile Communications-Railway(GSM-R)to the Railway 5G.In this paper,an empirical path loss model based on a large amount of measured data is established to predict the path loss in the Railway 5G marshalling yard scenario.According to the different characteristics of base station directional antennas,the antenna gain is verified.Then we propose the position of the breakpoint in the antenna propagation area,and based on the breakpoint segmentation,a large-scale statistical model for marshalling yards is established. 展开更多
关键词 5G-R marshalling yard path loss prediction statistical modeling
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Path Loss Modeling: A Machine Learning Based Approach Using Support Vector Regression and Radial Basis Function Models 被引量:3
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作者 Stephen Ojo Arif Sari Taiwo P. Ojo 《Open Journal of Applied Sciences》 2022年第6期990-1010,共21页
Path loss prediction models are vital for accurate signal propagation in wireless channels. Empirical and deterministic models used in path loss predictions have not produced optimal results. In this paper, we introdu... Path loss prediction models are vital for accurate signal propagation in wireless channels. Empirical and deterministic models used in path loss predictions have not produced optimal results. In this paper, we introduced machine learning algorithms to path loss predictions because it offers a flexible network architecture and extensive data can be used. We introduced support vector regression (SVR) and radial basis function (RBF) models to path loss predictions in the investigated environments. The SVR model was able to process several input parameters without introducing complexity to the network architecture. The RBF on its part provides a good function approximation. Hyperparameter tuning of the machine learning models was carried out in order to achieve optimal results. The performances of the SVR and RBF models were compared and result validated using the root-mean squared error (RMSE). The two machine learning algorithms were also compared with the Cost-231, SUI, Egli, Freespace, Cost-231 W-I models. The analytical models overpredicted path loss. Overall, the machine learning models predicted path loss with greater accuracy than the empirical models. The SVR model performed best across all the indices with RMSE values of 1.378 dB, 1.4523 dB, 2.1568 dB in rural, suburban and urban settings respectively and should therefore be adopted for signal propagation in the investigated environments and beyond. 展开更多
关键词 Support Vector Regression Radial Basis Function Machine Learning path loss Empirical DETERMINISTIC
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Modified Ceiling Bounce Model for Computing Path Loss and Delay Spread in Indoor Optical Wireless Systems
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作者 K. SMITHA A. SIVABALAN J. JOHN 《International Journal of Communications, Network and System Sciences》 2009年第8期754-758,共5页
This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation propert... This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation properties. The modified approach uses a combination of the tradional ceiling bounce method and a statistical approach. The effects of different transmitter-receiver separations and height of the ceiling on path loss and delay spread are studied in detail. 展开更多
关键词 INDOOR OPTICAL Channel MODIFIED CEILING BOUNCE MODEL path loss Delay Spread
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Propagation Path Loss Models at 28 GHz Using K-Nearest Neighbor Algorithm
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作者 Vu Thanh Quang Dinh Van Linh To Thi Thao 《通讯和计算机(中英文版)》 2022年第1期1-8,共8页
In this paper,we develop and apply K-Nearest Neighbor algorithm to propagation pathloss regression.The path loss models present the dependency of attenuation value on distance using machine learning algorithms based o... In this paper,we develop and apply K-Nearest Neighbor algorithm to propagation pathloss regression.The path loss models present the dependency of attenuation value on distance using machine learning algorithms based on the experimental data.The algorithm is performed by choosing k nearest points and training dataset to find the optimal k value.The proposed method is applied to impove and adjust pathloss model at 28 GHz in Keangnam area,Hanoi,Vietnam.The experiments in both line-of-sight and non-line-of-sight scenarios used many combinations of transmit and receive antennas at different transmit antenna heights and random locations of receive antenna have been carried out using Wireless Insite Software.The results have been compared with 3GPP and NYU Wireless Path Loss Models in order to verify the performance of the proposed approach. 展开更多
关键词 K-nearest neighbor regression 5G millimeter waves path loss
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我国高等教育发展统计特征的PLS通径模型分析 被引量:11
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作者 孙继红 杨晓江 缪榕楠 《数理统计与管理》 CSSCI 北大核心 2010年第2期362-371,共10页
借鉴UNESCO教育指标体系框架,建构我国高等教育发展统计指标体系;采用PLS通径模型这一结构方程建模新技术对建构的指标体系进行验证,并对2006年我国高等教育发展状况进行分析,获得客观统计指标数据特征。
关键词 高等教育 plS通径模型 统计特征
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基于熵值法修正PLS权重的学术期刊综合评价 被引量:12
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作者 熊国经 熊玲玲 陈小山 《情报杂志》 CSSCI 北大核心 2017年第6期192-196,201,共6页
[目的/意义]期刊评价指标间多重共线性与指标权重不确定性是学术期刊评价面临的两大难题。基于此,提出一种新的复合评价模型。[方法/过程]首先以图情类期刊为例构建PLS路径模型得到各指标外部权重,其次通过熵值法的差异系数对PLS路径模... [目的/意义]期刊评价指标间多重共线性与指标权重不确定性是学术期刊评价面临的两大难题。基于此,提出一种新的复合评价模型。[方法/过程]首先以图情类期刊为例构建PLS路径模型得到各指标外部权重,其次通过熵值法的差异系数对PLS路径模型的外部权重进行修正,最终确定各指标的权重、构造加权规范矩阵,最后用加权TOPSIS法比较样本期刊与最优解的相对贴近度并进行排序分析。[结果/结论]通过实证研究表明,该方法有效消除了指标间的多重共线性,合理为指标赋权,且对期刊的评价结果是有效的、合理的。 展开更多
关键词 期刊评价 多重共线性 复合评价模型 plS路径模型 熵值法 加权TOPSIS
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PLS路径模型在省域高校科技活动综合评价中的实证研究 被引量:10
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作者 孔祥沛 孙继红 《科技进步与对策》 CSSCI 北大核心 2010年第7期122-126,共5页
对高校科技活动进行综合评价是科研管理的重要课题之一。基于PLS路径模型,建立各省高校科技活动综合评价指数,运用2007年的数据,对31个省的高校科技活动进行了综合评价。结果显示:"知识产权产出"和"投入"是对省域... 对高校科技活动进行综合评价是科研管理的重要课题之一。基于PLS路径模型,建立各省高校科技活动综合评价指数,运用2007年的数据,对31个省的高校科技活动进行了综合评价。结果显示:"知识产权产出"和"投入"是对省域高校科技活动综合水平影响最大的两个因素,西部大多数省份高校的科技活动水平落后于中东部。 展开更多
关键词 plS路径模型 科技活动 综合评价指数
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3E系统协调发展的PLSPM-GIA测度模型及其应用研究 被引量:10
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作者 崔立志 江海峰 《数理统计与管理》 CSSCI 北大核心 2016年第6期984-996,共13页
在总结协调发展水平测算时应该注意的一些问题的基础上,提出建立PLSPM-GIA模型对3E系统协调发展水平进行估算。首先设计3E系统综合发展指标体系,运用PLS路径模型对中国1996-2014年的各系统的综合发展水平进行了计算,然后利用灰色关联模... 在总结协调发展水平测算时应该注意的一些问题的基础上,提出建立PLSPM-GIA模型对3E系统协调发展水平进行估算。首先设计3E系统综合发展指标体系,运用PLS路径模型对中国1996-2014年的各系统的综合发展水平进行了计算,然后利用灰色关联模型度量了系统协调度,最后综合考虑系统的发展水平和协调水平,得出系统的协调发展水平。研究表明:①PLSPM-GIA模型能够弥补现有方法的缺陷,而且适用于系统协调发展水平的测度;②从发展水平来看,由高到低依次为经济子系统、能源子系统和环境子系统;③从系统的协调度来看,2005年之前能源经济子系统和能源环境子系统的协调度先上升后缓慢下降,由于受到经济环境子系统协调度缓慢下降的影响,3E系统协调度呈缓慢下降态势,2005年以后3E系统及其子系统的协调度下降趋势明显;④从协调发展水平来看,目前除经济环境子系统外,3E系统和其他子系统均处于轻度失调状态。 展开更多
关键词 3E系统 协调发展 plSPM-GIA模型 plS路径模型
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基于PLS路径模型的区域商品房顾客满意度研究 被引量:2
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作者 邹树梁 杨卫忠 +1 位作者 王铁骊 陈甲华 《商业研究》 CSSCI 北大核心 2008年第5期49-53,共5页
随着商品房市场竞争的日趋激烈,企业越来越认识到争取市场、赢取顾客的重要性。这使得处于竞争行业的房地产开发企业不得不开始重视顾客满意度。依据中国顾客满意度模型、美国顾客满意度模型和一些学者的研究成果建立商品房顾客满意度... 随着商品房市场竞争的日趋激烈,企业越来越认识到争取市场、赢取顾客的重要性。这使得处于竞争行业的房地产开发企业不得不开始重视顾客满意度。依据中国顾客满意度模型、美国顾客满意度模型和一些学者的研究成果建立商品房顾客满意度潜变量模型及其指标体系,运用偏最小二乘(PLS)法建模技术进行参数估计,得到的结果令人满意。此项研究对房地产商制定战略、特定区域商品房开发前期市场研究和其他研究有些借鉴意义。 展开更多
关键词 plS plS路径模型 区域商品房顾客满意度模型
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我国部属高校科技活动综合评价——基于PLS路径模型的实证研究 被引量:13
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作者 李国锋 孟亚男 《研究与发展管理》 CSSCI 北大核心 2013年第2期95-106,共12页
本文运用PLS路径模型这一多指标综合评价方法综合评价高校科技活动.以我国60所部属高校科技活动为例,设计了相应的综合评价指标体系,采用PLS模型方法构建了我国部属高校科技活动综合评价模型.运用2007年的数据对我国部属高校的科技活动... 本文运用PLS路径模型这一多指标综合评价方法综合评价高校科技活动.以我国60所部属高校科技活动为例,设计了相应的综合评价指标体系,采用PLS模型方法构建了我国部属高校科技活动综合评价模型.运用2007年的数据对我国部属高校的科技活动进行综合评价,并对所测算的综合评价指数进行了聚类分析.研究结果表明,科研活动和社会效益等指标因素对我国部属高校科技活动综合能力影响最大.各高校应根据评价综合得分和排名,辨识自身的相对优势和不足,采取措施提高科技活动综合能力. 展开更多
关键词 高校科技活动 综合评价指数 plS路径模型
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