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Short Term Prediction of Freeway Exiting Volume Based on SVM and KNN
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作者 Xiang Wang Kang An +1 位作者 Liang Tang Xiaohong Chen 《International Journal of Transportation Science and Technology》 2015年第3期337-351,共15页
In order to better predict the traffic states on freeways and make management decisions,a hybrid model of support vector machine(SVM)and K-nearest neighbor(KNN)is proposed for shortterm freeway exiting volume predicti... In order to better predict the traffic states on freeways and make management decisions,a hybrid model of support vector machine(SVM)and K-nearest neighbor(KNN)is proposed for shortterm freeway exiting volume prediction.First,a historical data set is built by using the freeway toll data.The abnormal toll records,such as records that have same entry and exit station,illogical time record and abnormal travel speed,are excluded by data quality control.Based on the historical dataset,it is found that the exiting volume has periodical variation over time which provides the basis of the short-term prediction.Then,the historical data set is cross-classified into twelves groups based on the day of week and time of day.The prediction has been done for each group.Finally,the prediction is accomplished by the hybrid-model of SVM and KNN.The exiting volumes of previous time periods are used as the feature vector for KNN and SVM.Besides,a dynamic weight is adopted for the prediction of current time period based on the latest prediction accuracy of KNN and SVM.The model results indicate that the proposed algorithm is feasible and accurate.The Mean Absolute Percentage Error is under 10%.When comparing with the results of single KNN or SVM method,the results show that the combination of KNN and SVM can improve the reliability of the prediction significantly.The proposed method can be implemented in the on-line application of exiting volume prediction,which is able to consider different vehicle types. 展开更多
关键词 Freeway exiting Flow Short-term Prediction KNN SVM Hybrid Model
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nvestigating the role of exiting vehicles and turn indicator usage in gap acceptance at single-lane roundabouts
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作者 Nathan P. BELZ 《Frontiers of Structural and Civil Engineering》 SCIE EI CSCD 2017年第1期8-16,共9页
Roundabouts are becoming a preferred form of intersection control type due to their safety and capacity benefits. Yield control at roundabout entries inherently reduces fuel consumption and emissions when compared to ... Roundabouts are becoming a preferred form of intersection control type due to their safety and capacity benefits. Yield control at roundabout entries inherently reduces fuel consumption and emissions when compared to other conventional intersection types. However, these benefits can be limited by poor driver behavior and judgment when entering the roundabout. This research addresses the nature of gap distributions and use of turn indicators by exiting vehicles at three single-lane roundabouts in Vermont, New York, and Alaska. Presented here is a comparison of vehicle headways measured at two different locations in each roundabout. Rejected headways are analyzed in the context of priority abstaining events when entering drivers yield to vehicles exiting on the same leg of the roundabout suggesting that "true" critical gaps are being overestimated. Results indicate that exiting vehicles, particularly those that do not use their turn indicators when departing from the major-stream of traffic have an influence on the entry decision of drivers on the same approach. This behavior is of particular concern for intersection efficiency (i.e., delay) and sustainability (i.e., excess fuel consumption and emissions). Results prompt the consideration of more consistent guidance on and enforcement of turn indicator use during roundabout negotiations. 展开更多
关键词 roundabouts exiting vehicles turn indicator use headways
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Exiting Afghanistan
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作者 LI YAN 《Beijing Review》 2011年第29期14-15,共2页
The United States prepares to begin withdrawing troops from Afghanistan U.S. President Barack Obama outlined steps for the
关键词 exiting Afghanistan
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Diffusion occupation time before exiting 被引量:10
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作者 Yingqiu LI Suxin WANG +1 位作者 Xiaowen ZHOU Na ZHU 《Frontiers of Mathematics in China》 SCIE CSCD 2014年第4期843-861,共19页
Using the approach of D. Landriault et al. and B. Li and X. Zhou, for a one-dimensional time-homogeneous diffusion process X and constants c 〈 a 〈 b 〈 d, we find expressions of double Laplace transforms of the form... Using the approach of D. Landriault et al. and B. Li and X. Zhou, for a one-dimensional time-homogeneous diffusion process X and constants c 〈 a 〈 b 〈 d, we find expressions of double Laplace transforms of the form Ex[e--θTd--λ∫o Td1a 〈Xs〈b ds; Td 〈 Tc], where Tx denotes the first passage time of level x. As applications, we find explicit Laplace transforms of the corresponding occupation time and occupation density for the Brownian motion with two-valued drift and that of occupation time for the skew Ornstein- Uhlenbeck process, respectively. Some known results are also recovered. 展开更多
关键词 DIFFUSION exit problem occupation time occupation density localtime Brownian motion with two-valued drift skew Ornstein-Uhlenbeck (OU)process
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Pedestrian flow through exit:Study focused on evacuation pattern
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作者 张博思 余志红 +2 位作者 孙柏林 郭紫钰 陈默 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第1期755-764,共10页
Experiments are conducted on the evacuation rate of pedestrians through exits with queued evacuation pattern and random evacuation pattern. The experimental results show that the flow rate of pedestrians is larger wit... Experiments are conducted on the evacuation rate of pedestrians through exits with queued evacuation pattern and random evacuation pattern. The experimental results show that the flow rate of pedestrians is larger with the random evacuation pattern than with the queued evacuation pattern. Therefore, the exit width calculated based on the minimum evacuation clear width for every 100 persons, which is on the assumption that the pedestrians pass through the exit in one queue or several queues, is conservative. The number of people crossing the exit simultaneously is greater in the random evacuation experiments than in the queued evacuation experiments, and the time interval between the front row and rear row of people is shortened in large-exit conditions when pedestrians evacuate randomly. The difference between the flow rate with a queued evacuation pattern and the flow rate with a random evacuation pattern is related to the surplus width of the exit, which is greater than the total width of all accommodated people streams. Two dimensionless quantities are defined to explore this relationship. It is found that the difference in flow rate between the two evacuation patterns is stable at a low level when the surplus width of the exit is no more than 45% of the width of a single pedestrian stream. There is a great difference between the flow rate with the queued evacuation pattern and the flow rate with the random evacuation pattern in a scenario with a larger surplus width of the exit. Meanwhile, the pedestrians crowd extraordinarily at the exit in these conditions as well, since the number of pedestrians who want to evacuate through exit simultaneously greatly exceeds the accommodated level. Therefore, the surplus width of exit should be limited especially in the narrow exit condition, and the relationship between the two dimensionless quantities mentioned above could provide the basis to some extent. 展开更多
关键词 EVACUATION exit width flow rate queued evacuation pattern random evacuation pattern
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Heat and mass transfer of a circular porous moist object located in a triangular shaped vented cavity
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作者 SELIMEFENDIGIL Fatih OZCAN COBAN Seda OZTOP Hakan F 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期1956-1972,共17页
Heat and mass transfer of a circular-shaped porous moist object inside a two-dimensional triangle cavity is investigated by using finite element method.The porous object is considered to be a moist food sample,located... Heat and mass transfer of a circular-shaped porous moist object inside a two-dimensional triangle cavity is investigated by using finite element method.The porous object is considered to be a moist food sample,located in the middle of the cavity with inlet and outlet ports with different configurations of inlet/outlet ports.Convective drying performance is numerically assessed for different values of Reynolds numbers(between 50 and 250),dry air inlet temperature(between 40 and 80℃)and different locations of the port.It is observed that changing the port locations has significant impacts on the flow recirculaitons inside the triangular chamber while convective drying performance is highly affected.The moisture content reduces with longer time and for higher Reynolds number(Re)values.Case P4 where inlet and outlet ports are in the middle of the walls provides the most effective configuration in terms of convective drying performance while the worst case is seen for P1 case where inlet and outlet are closer to the corners of the chamber.There is a 192% difference between the moisture reduction of these two cases at Re=250,T=80℃ and t=120 min. 展开更多
关键词 convective drying porous domain cavity flow inlet/exit port finite element method
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A novel cascaded H-bridge photovoltaic inverter with flexible arc suppression function
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作者 Junyi Tang Wei Gao 《Global Energy Interconnection》 EI CSCD 2024年第4期513-527,共15页
This paper presents a novel approach that simultaneously enables photovoltaic(PV)inversion and flexible arc suppression during single-phase grounding faults.Inverters compensate for ground currents through an arc-elim... This paper presents a novel approach that simultaneously enables photovoltaic(PV)inversion and flexible arc suppression during single-phase grounding faults.Inverters compensate for ground currents through an arc-elimination function,while outputting a PV direct current(DC)power supply.This method effectively reduces the residual grounding current.To reduce the dependence of the arc-suppression performance on accurate compensation current-injection models,an adaptive fuzzy neural network imitating a sliding mode controller was designed.An online adaptive adjustment law for network parameters was developed,based on the Lyapunov stability theorem,to improve the robustness of the inverter to fault and connection locations.Furthermore,a new arc-suppression control exit strategy is proposed to allow a zerosequence voltage amplitude to quickly and smoothly track a target value by controlling the nonlinear decrease in current and reducing the regulation time.Simulation results showed that the proposed method can effectively achieve fast arc suppression and reduce the fault impact current in single-phase grounding faults.Compared to other methods,the proposed method can generate a lower residual grounding current and maintain good arc-suppression performance under different transition resistances and fault locations. 展开更多
关键词 Photovoltaic inverter Flexible arc suppression Adaptive control Fuzzy neural network Sliding mode control Exit strategy
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Regarding the Regulatory Sandbox Route and Mechanism for Governance of Artificial Intelligence
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作者 Ye Xuanhan 《科技与法律(中英文)》 CSSCI 2024年第5期136-148,共13页
The main challenge in AI governance today is striking a balance between controlling AI dangers and fostering AI innovation.Regulators in a number of nations have progressively extended the regulatory sandbox,which was... The main challenge in AI governance today is striking a balance between controlling AI dangers and fostering AI innovation.Regulators in a number of nations have progressively extended the regulatory sandbox,which was first implemented in the banking sector,to AI governance in an effort to reduce the conflict between regulation and innovation.The AI regulatory sandbox is a new and feasible route for AI governance in China that not only helps to manage the risks of technology application but also prevents inhibiting AI innovation.It keeps inventors'trial-and-error tolerance space inside the regulatory purview while offering a controlled setting for the development and testing of novel AI that hasn't yet been put on the market.By providing full-cycle governance of AI with the principles of agility and inclusive prudence,the regulatory sandbox offers an alternative to the conventional top-down hard regulation,expost regulation,and tight regulation.However,the current system also has inherent limitations and practical obstacles that need to be overcome by a more rational and effective approach.To achieve its positive impact on AI governance,the AI regulatory sandbox system should build and improve the access and exit mechanism,the coordination mechanism between the sandbox and personal information protection,and the mechanisms of exemption,disclosure,and communication. 展开更多
关键词 artificial intelligence governance regulatory sandbox agile regulation inclusive prudential regulation access and exit mechanism coordination mechanism
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Application of Connected Truck Data to Evaluate Spatiotemporal Impact of Rest Area Closures on Ramp Parking
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作者 Jijo K. Mathew Jairaj Desai +1 位作者 Edward D. Cox Darcy M. Bullock 《Journal of Transportation Technologies》 2024年第3期289-307,共19页
Ensuring adequate access to truck parking is critical to the safe and efficient movement of freight traffic. There are strict federal guidelines for commercial truck driver rest periods. Rest areas and private truck s... Ensuring adequate access to truck parking is critical to the safe and efficient movement of freight traffic. There are strict federal guidelines for commercial truck driver rest periods. Rest areas and private truck stops are the only places for the trucks to stop legally and safely. In locations without sufficient parking areas, trucks often park on interstate ramps, which create safety risks for other interstate motorists. Historically, agencies have employed costly and time intensive manual counting methods, camera surveillance, and driver surveys to assess truck parking. Connected truck data, available in near real-time, offers an efficient alternative to practitioners to assess truck parking patterns and identify areas where there may be insufficient safe parking spaces. This paper presents a case study of interstate I-70 in east central Indiana and documents the observed spatiotemporal impacts of a rest area closure on truck parking on nearby interstate ramps. Results showed that there was a 28% increase in parking on ramps during the rest area closure. Analysis also found that ramps closest to the rest area were most impacted by the closure, seeing a rise in truck parking sessions as high as 2.7 times. Parking duration on the ramps during rest area closure also increased drastically. Although it was expected that this would result in increased parking by trucks on adjacent ramps, this before, during, after scenario provided an ideal scenario to evaluate the robustness of these techniques to assess changing parking characteristics of long-haul commercial trucks. The data analytics and visualization tools presented in this study are scalable nationwide and will aid stakeholders in informed data-driven decision making when allocating resources towards improving the nations commercial vehicle parking infrastructure. 展开更多
关键词 Connected Truck Data Rest Areas Exit Ramps Truck Parking Commercial Vehicles
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Research on visual differences of exits of different grades of tunnels based on machine learning
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作者 Fangtong Jiao Zhenwei Shi +2 位作者 Lingyu Li Wenpin Xu Qing Lan 《Digital Transportation and Safety》 2024年第3期75-81,共7页
Tunnels are vital in connecting crucial transportation hubs as transportation infrastructure evolves.Variations in tunnel design standards and driving conditions across different levels directly impact driver visual p... Tunnels are vital in connecting crucial transportation hubs as transportation infrastructure evolves.Variations in tunnel design standards and driving conditions across different levels directly impact driver visual perception and traffic safety.This study employs a Gaussian hybrid clustering machine learning model to explore driver gaze patterns in highway tunnels and exits.By utilizing contour coefficients,the optimal number of classification clusters is determined.Analysis of driver visual behavior across tunnel levels,focusing on gaze point distribution,gaze duration,and sweep speed,was conducted.Findings indicate freeway tunnel exits exhibit three distinct fixation point categories aligning with Gaussian distribution,while highway tunnels display four such characteristics.Notably,in both tunnel types,65%of driver gaze is concentrated on the near area ahead of their lane.Differences emerge in highway tunnels due to oncoming traffic,leading to 13.47%more fixation points and 0.9%increased fixation time in the right lane compared to regular highway tunnel conditions.Moreover,scanning speeds predominantly fall within the 0.25-0.3 range,accounting for 75.47%and 31.14%of the total sweep speed. 展开更多
关键词 Traffic safety Tunnel exit Machine learning model Fixation characteristics Scanning characteristics
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具有不等错误保护特性的LDPC编码调制方案 被引量:4
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作者 张玉玲 袁东风 程翔 《通信学报》 EI CSCD 北大核心 2006年第12期98-102,共5页
针对LDPC(low-densityparity-check)编码调制系统,提出了一种新的具有不等错误保护特性的调制方案,在一个码字内,利用不同的调制方式对于重要的比特给予较强的保护,对于次要的比特给予较弱的保护,该方案既适用于非规则LDPC码,也适用于规... 针对LDPC(low-densityparity-check)编码调制系统,提出了一种新的具有不等错误保护特性的调制方案,在一个码字内,利用不同的调制方式对于重要的比特给予较强的保护,对于次要的比特给予较弱的保护,该方案既适用于非规则LDPC码,也适用于规则LDPC码。计算机仿真结果表明,新方案的性能是传统16QAM及4QAM的折衷,当采用1/2码率时,其频带利用率与8PSK相同,但是误码率性能优于8PSK。新方案的性能优于现有文献中基于比特可靠性的调制映射方案,并采用EXIT(extrinsicinformationtransfer)图对新方案的优异性能给出了解释。 展开更多
关键词 LDPC码 不等错误保护 EXIT图
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一种AWGN信道下非规则LDPC码的优化方法 被引量:5
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作者 毛倩 董德存 曾小清 《计算机应用》 CSCD 北大核心 2010年第2期292-294,共3页
提出了一种加性高斯噪声(AWGN)信道下非规则低密度奇偶校验(LDPC)码的优化方法。利用LDPC码迭代译码算法下变量节点与校验节点的EX IT曲线之间的面积反映码的收敛阈值与香农限的差距这一特点,设计表示两条EX IT曲线之间面积的函数F,该... 提出了一种加性高斯噪声(AWGN)信道下非规则低密度奇偶校验(LDPC)码的优化方法。利用LDPC码迭代译码算法下变量节点与校验节点的EX IT曲线之间的面积反映码的收敛阈值与香农限的差距这一特点,设计表示两条EX IT曲线之间面积的函数F,该函数可以衡量非规则LDPC码的性能,F值越小,LDPC码的收敛阈值就越接近香农限。仿真显示,合理设计变量节点和校验节点,减小函数F的值,能够提高非规则LDPC码的性能。 展开更多
关键词 低密度奇偶校验码 外部信息转换(EXIT)图 加性高斯白噪声 迭代译码 收敛阈值
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GF(q)域上非规则LDPC码EXIT图分析方法研究 被引量:2
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作者 许拔 张仲明 +1 位作者 何英亮 张尔扬 《计算机工程与科学》 CSCD 北大核心 2011年第5期177-182,共6页
GF(q)域上非规则LDPC码是二进制非规则LDPC码在有限域GF(q=2p)上的扩展,在码长和码率相等的情况下,具有比二进制非规则LDPC码更优异的性能。如何分析GF(q)域上非规则LD-PC码的迭代译码性能是其能否有效应用的关键。基于迭代译码结构,本... GF(q)域上非规则LDPC码是二进制非规则LDPC码在有限域GF(q=2p)上的扩展,在码长和码率相等的情况下,具有比二进制非规则LDPC码更优异的性能。如何分析GF(q)域上非规则LD-PC码的迭代译码性能是其能否有效应用的关键。基于迭代译码结构,本文研究了AWGN信道下GF(q)域上非规则LDPC码的EXIT图分析方法,推导了其计算表达式;提出了利用EXIT图变量节点与校验节点联合优化准则。仿真结果表明,相对密度进化方法,该方法计算出的收敛门限值的精度稍有下降,却极大地降低了计算复杂度;在相同通信条件下,通过联合优化准则设计的GF(q)域上的非规则LDPC性能优于二进制非规则LDPC码;得到的收敛门限对应的信噪比非常接近香农限,进一步验证了EXIT图分析工具的优越性。 展开更多
关键词 非规则LDPC 密度进化 EXIT 收敛门限值 GF(q) 香农限
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低密度校验码(LDPC码) 被引量:2
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作者 曹海燕 李君 韦岗 《电路与系统学报》 CSCD 北大核心 2008年第2期95-103,78,共10页
低密度校验码(Low Density Parity Check Codes,LDPCcodes)是当前编码理论领域研究最热的信道编码之一。本文首先对信道编码研究历程作了简单回顾,然后介绍了LDPC码的发展历程并全面介绍了其相关理论。对LDPC码的和积译码算法(Sum-Produ... 低密度校验码(Low Density Parity Check Codes,LDPCcodes)是当前编码理论领域研究最热的信道编码之一。本文首先对信道编码研究历程作了简单回顾,然后介绍了LDPC码的发展历程并全面介绍了其相关理论。对LDPC码的和积译码算法(Sum-Product Algorithm,SPA)或置信传播算法(Belief Propagation Algorithm,BPA)、基于二分图的随机构造与代数构造、密度进化理论、高斯近似以及EXIT表分析等相关技术理论的发展和原理进行了详尽的阐述。同时本文还给出近年来LDPC码最新研究成果并给出一些开放性的研究课题。 展开更多
关键词 LDPC码 置信传播 和积译码 构造 密度进化 高斯近似 EXIT
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基于EXIT图的正则LDPC码性能分析研究 被引量:3
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作者 徐华 徐澄圻 《计算机工程与应用》 CSCD 北大核心 2007年第18期53-55,81,共4页
EXIT(EXtrinsic Information Transfer)图分析方法可以看作密度进化技术的一种简化,具有实现简单的优点,并且在不同的信道、调制方案以及检测器中都可以使用。在详细阐述了EXIT图分析方法的基础上,给出了基于EXIT图的正则LDPC码的门限... EXIT(EXtrinsic Information Transfer)图分析方法可以看作密度进化技术的一种简化,具有实现简单的优点,并且在不同的信道、调制方案以及检测器中都可以使用。在详细阐述了EXIT图分析方法的基础上,给出了基于EXIT图的正则LDPC码的门限判决算法,进一步通过计算机仿真分别给出了变量节点译码器和校验节点译码器的EXIT曲线,以及不同的信道信噪比下(3,6)正则LDPC码EXIT图的变化规律,直观地对迭代译码过程中的互信息变化进行了描述分析。 展开更多
关键词 LDPC码 互信息 EXIT图 噪声门限判决算法
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基于EXIT图的Turbo均衡LDPC码性能分析及优化研究 被引量:1
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作者 徐华 徐澄圻 《信号处理》 CSCD 北大核心 2007年第3期388-393,共6页
EXIT图是用来分析级联系统中外信息迭代交换的重要工具,本文将Brink的基于EXIT图的优化MIMO信道LDPC码的思想推广到用于Turbo均衡的LDPC码性能分析及码结构设计优化中。文章首先给出了基于互信息的接收机具体分析模型,接着分别讨论了接... EXIT图是用来分析级联系统中外信息迭代交换的重要工具,本文将Brink的基于EXIT图的优化MIMO信道LDPC码的思想推广到用于Turbo均衡的LDPC码性能分析及码结构设计优化中。文章首先给出了基于互信息的接收机具体分析模型,接着分别讨论了接收机分析模型中两个单元的EXIT曲线:线性MMSE均衡器和VND(variable node decoder)的联合EXIT曲线,CND(check node variable)的EXIT曲线的详细计算步骤。进一步以获得的EXIT曲线为基础,提出了用于Tur- bo均衡的LDPC码的码结构优化算法,EQVAC-EXIT(EQVAC:equalizer VND and CND)算法,算法能够自动地进行码集噪声门限值计算及优化次数分布对的搜索。最后的数值仿真结果表明,(3,6)正则码及优化得到的非正则码的噪声门限值距离Narayanan的结果仅相差0.03dB左右,优化得到的边的次数分布及节点的次数分布与Narayanan的结果相比也很接近。 展开更多
关键词 EXIT图 码结构优化 MMSE均衡 EQVAC-EXIT算法
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Discussion on Calculation Method of Poverty Incidence in the Exit Evaluation of Poverty-Stricken Counties and Villages 被引量:4
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作者 杨子生 《Agricultural Science & Technology》 CAS 2017年第9期1766-1769,共4页
Poverty incidence is the key index that needs to be measured in the poverty exit examination and evaluation of 832 poverty-stricken counties and 128 000 poverty-stricken villages. In this paper, based on the statement... Poverty incidence is the key index that needs to be measured in the poverty exit examination and evaluation of 832 poverty-stricken counties and 128 000 poverty-stricken villages. In this paper, based on the statement of general concept and conventional calculation method of the poverty incidence, the calculation method of poverty incidence in the exit evaluation of poverty-stricken counties (also including poverty-stricken township and poverty-stricken villages) was investigated through the view of the third-party evaluation. In addition to considering the previous "number of planned poverty remaining population", the method also needed to give consideration to the exiting mistaken population, evaluation missing population. Based on the case in Yuanyang County, Honghe Hani and Yi Autonomous Prefecture, Yunnan Province, the poverty incidences of 10 exit planning villages by the end of 2017 in Yuanyang County were investigated and estimated, and suggestions were proposed to promote the precise poverty alleviation and poverty relief of the county. 展开更多
关键词 Poverty-stricken county EXIT Evaluation Poverty incidence Calculation method
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基于LDPC的BICM系统星座映射方式分析 被引量:2
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作者 赵传钢 林家儒 吴伟陵 《无线电工程》 2006年第11期10-12,52,共4页
星座映射方式在BICM系统的设计中非常重要。将外信息传递函数(Extrinsic Information Transfer Function)曲线用于星座映射的设计,用Monte Carlo仿真给出了16QAM星座的几种星座映射方式的外信息传递函数曲线,结合EXIT曲线分析了星座映... 星座映射方式在BICM系统的设计中非常重要。将外信息传递函数(Extrinsic Information Transfer Function)曲线用于星座映射的设计,用Monte Carlo仿真给出了16QAM星座的几种星座映射方式的外信息传递函数曲线,结合EXIT曲线分析了星座映射方式对系统性能的影响。仿真结果证实了EXIT曲线在星座映射设计中的有效性。 展开更多
关键词 比特交织编码调制 LDPC码 星座映射 外信息传递函数(EXIT)
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EXIT治疗胎儿颈胸部巨大包块1例
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作者 梁志清 常青 +10 位作者 李俊男 陈功立 杨康 廖克龙 熊刚 陶国才 张铭 毕敏 何念海 尹晓娟 王昱 《第三军医大学学报》 CAS CSCD 北大核心 2006年第23期2322-2322,2326,共2页
关键词 EXIT 淋巴管瘤
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基于EXIT图和自适应微粒群算法的度分布对优化方法
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作者 姬红兵 李佳 张桂华 《电子与信息学报》 EI CSCD 北大核心 2009年第8期2011-2014,共4页
综合EXIT图法和自适应微粒群优化(APSO)算法的优点,该文提出了一种基于EXIT图和APSO算法的非正则LDPC码度分布对优化方法。该方法设计了衡量EXIT曲线匹配程度的全局代价函数,并运用APSO算法对度分布对进行快速迭代优化,迭代过程中不需... 综合EXIT图法和自适应微粒群优化(APSO)算法的优点,该文提出了一种基于EXIT图和APSO算法的非正则LDPC码度分布对优化方法。该方法设计了衡量EXIT曲线匹配程度的全局代价函数,并运用APSO算法对度分布对进行快速迭代优化,迭代过程中不需要固定CND曲线,可以获得EXIT曲线更加匹配的优化度分布对,以及更高的噪声门限。仿真结果表明,该方法在码结构优化方面有着很好的性能,且优化速度较高斯逼近法有了较大提高。 展开更多
关键词 LDPC码 EXIT图 自适应微粒群优化 APSO-EXIT算法
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