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Outage Probability and Achievable Rate Analysis for Massive MIMO Downlink with Mixed-DAC and MF Precoding 被引量:3
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作者 Qingfeng Ding Hui Shi Yichong Lian 《China Communications》 SCIE CSCD 2020年第8期95-105,共11页
This paper analyses of the outage probability and the achievable rate of massive multi-input-multi-output(MIMO) systems, in which the base station(BS) is equipped with digital-to-analog-converters(DACs) of mixed-level... This paper analyses of the outage probability and the achievable rate of massive multi-input-multi-output(MIMO) systems, in which the base station(BS) is equipped with digital-to-analog-converters(DACs) of mixed-level resolution. And the matched-filter(MF) precoding is used on the BS. Closedform expressions are derived by the distribution of user-interference power and other statistical properties in the signal-to-interference-plus-noise-ratio. Then, the combination of mixed-DACs resolution profile is chosen about outage probability and achievable rate with the BS energy consumption. And the resolution configurations between the outage probability and the achievable rate and the BS energy consumption are given. Meanwhile, Effects of related parameters and channel errors are analysed about outage probability and achievable rate. The numerical results show that the correctness of the formula derivations. As the number of users increases the system's achievable rate increases and the outage probability decreases. The selected resolution configuration system has better comprehensive performance. 展开更多
关键词 Massive MIMO mixed-DACs matched-filter precoding mixed-resolution choose outage probability and achievable rate
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An Estimation of Achievable Rate for Digital Transmissions over MIMO Channels
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作者 Jinbao Zhang Song Chen Qing He 《Communications and Network》 2015年第2期117-124,共8页
Achievable rate (AR) is significant to communications. As to multi-input multi-output (MIMO) digital transmissions with finite alphabets inputs, which greatly improve the performance of communications, it seems rather... Achievable rate (AR) is significant to communications. As to multi-input multi-output (MIMO) digital transmissions with finite alphabets inputs, which greatly improve the performance of communications, it seems rather difficult to calculate accurate AR. Here we propose an estimation of con-siderable accuracy and low complexity, based on Euclidean measure matrix for given channel states and constellations. The main contribution is explicit expression, non-constraints to MIMO schemes and channel states and constellations, and controllable estimating gap. Numerical results show that the proposition is able to achieve enough accurate AR computation. In addition the estimating gap given by theoretical deduction is well agreed. 展开更多
关键词 achievable RATE DIGITAL MIMO Transmissions ANALYTICAL ESTIMATION LOW-COMPLEXITY
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Achievable information rate optimization in C‑band optical fber communication system
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作者 Zheng Liu Tianhua Xu +3 位作者 Ji Qi Joshua Uduagbomen Jian Zhao Tiegen Liu 《Frontiers of Optoelectronics》 EI CSCD 2023年第2期123-128,共6页
Optical fber communication networks play an important role in the global telecommunication network.However,nonlinear efects in the optical fber and transceiver noise greatly limit the performance of fber communication... Optical fber communication networks play an important role in the global telecommunication network.However,nonlinear efects in the optical fber and transceiver noise greatly limit the performance of fber communication systems.In this paper,the product of mutual information(MI)and communication bandwidth is used as the metric of the achievable information rate(AIR).The MI loss caused by the transceiver is also considered in this work,and the bit-wise MI,generalized mutual information(GMI),is used to calculate the AIR.This loss is more signifcant in the use of higher-order modulation formats.The AIR analysis is carried out in the QPSK,16QAM,64QAM and 256QAM modulation formats for the communication systems with diferent communication bandwidths and transmission distances based on the enhanced Gaussian noise(EGN)model.The paper provides suggestions for the selection of the optimal modulation format in diferent transmission scenarios. 展开更多
关键词 Optical fber communication achievable information rate Mutual information Generalized mutual information
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International law obligations for the disposal of Fukushima nuclear-contaminated water under the principles of nuclear safety
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作者 Wei Gong 《Chinese Journal of Population,Resources and Environment》 2024年第1期10-19,共10页
The disposal of contaminated water from Japan’s Fukushima nuclear power plant is a significant international nuclear safety issue with considerable cross-border implications.This matter requires compliance not only w... The disposal of contaminated water from Japan’s Fukushima nuclear power plant is a significant international nuclear safety issue with considerable cross-border implications.This matter requires compliance not only with the law of the sea but also with the principles of nuclear safety under international law.These principles serve as the overarching tenet of international and China’s domestic nuclear laws,applicable to nuclear facilities and activities.The principle of safety in nuclear activities is fully recognized in international and domestic laws,carrying broad legal binding force.Japan’s discharge of nuclear-contaminated water into the sea violates its obligations under the principle of safety in nuclear activities,including commitments to optimum protection,as low as reasonably practicable,and prevention.The Japanese government and the International Atomic Energy Agency(IAEA)have breached the obligation of optimum protection by restricting the scope of assessments,substituting core concepts,and shielding dissenting views.In the absence of clear radiation standards,they have acted unilaterally without fulfilling the obligation as low as reasonably practicable principle.The discharge of Fukushima nuclear-contaminated water poses an imminent and unpredictable risk to all countries worldwide,including Japanese residents.Japan and the IAEA should fulfill their obligations under international law regarding disposal,adhering to the principles of nuclear safety,including optimum protection,the obligation as low as reasonably practicable,and prevention through multilateral cooperation.Specifically,the obligation to provide optimum protection should be implemented by re-evaluating the most reliable disposal technologies and methods currently available and comprehensively assessing various options.The standard of the obligation as low as reasonably practicable requires that the minimization of negative impacts on human health,livelihoods,and the environment should not be subordinated to considerations of cutting costs and expenses.Multilateral cooperation should be promoted through the establishment of sound multilateral long-term monitoring mechanisms for the discharge of nuclear-contaminated water,notification and consultation obligations,and periodic assessments.These obligations under international law were fulfilled after the accidents at the Three Mile Island and Chernobyl nuclear power plants.The implications of the principles of nuclear safety align with the concept of building a community of shared future for nuclear safety advocated by China.In cases of violations of international law regarding the disposal of nuclear-contaminated water that jeopardize the concept of a community of a shared future for nuclear safety,China can also rely on its own strength to promote the implementation of due obligations through self-help. 展开更多
关键词 Principles of nuclear safety Disposal of nuclear-contaminated water Optimum protection Prevention As low as reasonably achievable
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基于一致性分析的中考数学试题研究——以2023年上海中考数学试卷为例
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作者 盛昊灿 张景斌 马淑杰 《数学教育学报》 CSSCI 北大核心 2024年第5期27-34,共8页
中考数学试卷与课程标准的一致性程度是影响与评价考试命题的重要指标之一.通过Achieve、SEC两种工具同时分析,发现2023年上海卷与2011版课标整体一致性程度较好,内容向心性显著、认知水平上一致性程度较好,并得到命题建议:均衡非主线内... 中考数学试卷与课程标准的一致性程度是影响与评价考试命题的重要指标之一.通过Achieve、SEC两种工具同时分析,发现2023年上海卷与2011版课标整体一致性程度较好,内容向心性显著、认知水平上一致性程度较好,并得到命题建议:均衡非主线内容,偏重主线内容比例;重视“四基”要求,挖掘知识内容探究成分;协调不同维度一致性,兼具课标与区域文化评价要求.同时,在结合应用Achieve、SEC工具时,发现两种工具有互为补充的分析作用,结合运用具备更好的科学性与实用性. 展开更多
关键词 中考数学试题 一致性分析 Achieve工具 SEC工具
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Comparison of Achievable Rates of OFDM and Single Carrier Communication Systems 被引量:3
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作者 Jiaqi Zhang Yukui Pei Ning Ge 《Tsinghua Science and Technology》 EI CAS 2012年第1期73-77,共5页
This paper presents a theoretical comparison of a single carrier system and a multi-carrier system through an analysis of the achievable rate under frequency selective fading with channel state information at the rece... This paper presents a theoretical comparison of a single carrier system and a multi-carrier system through an analysis of the achievable rate under frequency selective fading with channel state information at the receiver. A scheme was designed to compare the achievable rates of a single carrier system and an Or- thogonal Frequency Division Multiplexing (OFDM) system. A thorough theoretical analysis of the two-path channel was conducted, and simulations were also used to analyze practical stochastic channels. Analysis and simulation results show that the achievable rates of the two approaches are comparable when the channel is flat fading. However, when the channel is frequency selective fading, the single carrier system outperforms the OFDM system. The achievable rate of the OFDM system is about 10% lower than that of the single carrier system at higher SNRs. 展开更多
关键词 achievable rate frequency selective channels single carrier orthogonal frequency division mul-tiplexing channel state information at the receiver
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基于Achieve工具的高中数学教科书习题与《课程标准》一致性研究——以平面向量及其应用为例 被引量:1
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作者 胡娜 廖正明 张九能 《辽宁师专学报(自然科学版)》 2024年第2期20-25,共6页
在新课程改革背景下,教科书课后习题的编制是否合理地表征《课程标准》的要求,对数学教学的有效实施及学生数学核心素养的发展至关重要.利用Achieve一致性分析工具,对人教版《普通高中教科书数学A版必修第二册》第六章“平面向量及其应... 在新课程改革背景下,教科书课后习题的编制是否合理地表征《课程标准》的要求,对数学教学的有效实施及学生数学核心素养的发展至关重要.利用Achieve一致性分析工具,对人教版《普通高中教科书数学A版必修第二册》第六章“平面向量及其应用”课后习题与《课程标准》要求进行一致性分析.研究表明,第六章课后习题与《课程标准》在内容向心性、挑战的来源、部分内容的挑战层次、平衡、范围等指标上的一致性较好;但在表现向心性指标上,课后习题与《课程标准》未达到一致性标准的要求.基于此,提出以《课程标准》为导向,准确把控课后习题数量与难度、优化课后习题设计等课程教学与习题编制建议. 展开更多
关键词 Achieve工具 《课程标准》 课后习题 一致性
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An Achievable Rate Region for the Asynchronous Multiple Access Channel with Feedback 被引量:1
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作者 XU Cheng qi (Department of Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003,P.R.China) 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2000年第3期28-33,共6页
An achievable rate region for the asynchronous multiple access channel with feedback is established through the use of superposition coding, list decoding and time sharing. The calculation results demonstrate that lac... An achievable rate region for the asynchronous multiple access channel with feedback is established through the use of superposition coding, list decoding and time sharing. The calculation results demonstrate that lack of synchronization does not affect the achievable rate region when the code block length tends to infinity, and that if the length of the code word is finite, especially not sufficiently larger than a fixed maximal delay, the asynchronization will cause a loss of the rate region. The amount of such a loss with its explanation for the reason is given, and the difference between the losses for the asynchronous multiple access channel with and without feedback is also discussed in this paper. 展开更多
关键词 multiple user information theory Asynchronous Multiple Access Channel( AMAC ) achievable rate region superposition coding list decoding time sharing
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Achievable rate for three-node discrete memoryless relay channel with generalized feedbacks 被引量:1
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作者 LANG Fei WANG Bao-yun 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2012年第2期15-21,共7页
This paper studies the achievable rate for three-node discrete memoryless relay channel. Specifically in this mode, we explore two generalized feedbacks simultaneously: the source node actively collects feedback sign... This paper studies the achievable rate for three-node discrete memoryless relay channel. Specifically in this mode, we explore two generalized feedbacks simultaneously: the source node actively collects feedback signals from the channel; and at the same time, the destination node actively transmits feedback signals to the relay node. These two feedback signals, which are called generalized feedback overheard from the channel that is likely to be noisy, induce that all the three nodes are in full duplex mode. The basic coding strategies of Cover and El Gamal are applied to the relay-source feedback transmission by the source forwarding the compressions of the channel output sequences at the relay node to the destination, and are also applied to the destination-relay feedback transmission to improve the decoding ability at the relay. Based on Cover and El Gamal coding, a new coding scheme adopting rate splitting and four-block Markov superposition encoding is proposed and the corresponding achievable rate is achieved. The proposed scheme is able to exploit two feedbacks simultaneously which can effectively eliminate underlying transmission bottlenecks for the channels. The derived achievable rate result generalizes several previously known results by including them as special cases. 展开更多
关键词 achievable rate RELAY FEEDBACK Shannon theory
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Forecasting the Academic Performance by Leveraging Educational Data Mining
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作者 Mozamel M.Saeed 《Intelligent Automation & Soft Computing》 2024年第2期213-231,共19页
The study aims to recognize how efficiently Educational DataMining(EDM)integrates into Artificial Intelligence(AI)to develop skills for predicting students’performance.The study used a survey questionnaire and collec... The study aims to recognize how efficiently Educational DataMining(EDM)integrates into Artificial Intelligence(AI)to develop skills for predicting students’performance.The study used a survey questionnaire and collected data from 300 undergraduate students of Al Neelain University.The first step’s initial population placements were created using Particle Swarm Optimization(PSO).Then,using adaptive feature space search,Educational Grey Wolf Optimization(EGWO)was employed to choose the optimal attribute combination.The second stage uses the SVMclassifier to forecast classification accuracy.Different classifiers were utilized to evaluate the performance of students.According to the results,it was revealed that AI could forecast the final grades of students with an accuracy rate of 97%on the test dataset.Furthermore,the present study showed that successful students could be selected by the Decision Tree model with an efficiency rate of 87.50%and could be categorized as having equal information ratio gain after the semester.While the random forest provided an accuracy of 28%.These findings indicate the higher accuracy rate in the results when these models were implemented on the data set which provides significantly accurate results as compared to a linear regression model with accuracy(12%).The study concluded that the methodology used in this study can prove to be helpful for students and teachers in upgrading academic performance,reducing chances of failure,and taking appropriate steps at the right time to raise the standards of education.The study also motivates academics to assess and discover EDM at several other universities. 展开更多
关键词 Academic achievement AI algorithms CLASSIFIERS data mining deep learning
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The Historic Achievements of the Communist Party of China in Respecting and Protecting Human Rights in the New Era
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作者 张燚 ZHANG Lianying(Translated) 《The Journal of Human Rights》 2024年第2期287-305,共19页
In the new era,the Communist Party of China(CPC)has made historic achievements in respecting and protecting human rights.Building upon the principle of the“two integrations”(integrating the basic tenets of Marxism w... In the new era,the Communist Party of China(CPC)has made historic achievements in respecting and protecting human rights.Building upon the principle of the“two integrations”(integrating the basic tenets of Marxism with China’s specific realities and fine traditional culture),it has nurtured new theories on respecting and protecting human rights in the new era,which can address the fundamental questions of whom and what the human rights protection efforts in the new era are for.Guided by the principle of“taking our own path,”it has charted a distinct course for the development of human rights,diverging from the Western approach.The CPC has maintained the unity between Party leadership and the respect for and protection of human rights,promoting progress in human rights through the pursuit of“high-quality development,”and ensuring various fundamental rights of the people through the rule of law.Building upon the past experience,the CPC has established the“source”of the institutional framework for respecting and protecting human rights in the new era,crafted the“body”of this institutional framework,and introduced its practical“application.”In promoting the comprehensive advancement of human rights protection,the CPC has facilitated the connotative development of human rights protection in China,empowering China in international human rights discourse,and contributing Chinese strength and wisdom to global human rights governance. 展开更多
关键词 new era the Communist Party of China human rights protection historic achievements
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Systematic and Theoretical Unfolding of Research on Xi Jinping’s Discourses on Respecting and Protecting Human Rights
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作者 张新平 周艺晨 LI Rong(Translated) 《The Journal of Human Rights》 2024年第2期255-286,共32页
Xi Jinping’s discourses on respecting and protect-ing human rights stand as a shining example of the sinicization and modernization of Marxist human rights theory,embodying profound theoretical,political,practical,an... Xi Jinping’s discourses on respecting and protect-ing human rights stand as a shining example of the sinicization and modernization of Marxist human rights theory,embodying profound theoretical,political,practical,and cultural logic.Existing research has conducted comprehensive and systematic theoretical analysis and academic extractions on the following contents:the core essence in-herent in these important discourses,including the“theory of human rights concepts,”the“theory of human rights paths,”the“theory of human rights practices,”the“theory of human rights protection,”and the“theory of human rights governance,”along with their profound theoretical significance,practical significance,and global signifi-cance.In the future,researchers should emphasize efforts on studying the original texts and understanding the original principles.While focusing on the precision of concepts,the scientific nature of the prop-ositions,the maturity of theoretical systems,and the rigor of internal logic related to Xi Jinping’s discourses on respecting and protecting human rights,researchers should also pay attention to constructing a discourse system on human rights from the dimensions of discourse power,discourse cluster,and discourse field.Researchers should be adept at drawing innovative insights into human rights theory from China’s vibrant human rights practices and the vast masses of people.This approach will facilitate the systematic unfolding,academic trans-formation,and innovative development of Xi Jinping’s discourses on respecting and protecting human rights. 展开更多
关键词 respecting and protecting human rights systematic nature of content theoretical transformation of achievements
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Optimization Analysis of Comprehensive Budget Management from the Perspective of Digital Restructuring:Taking a Water Company as an Example
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作者 Zhongjie Wang 《Proceedings of Business and Economic Studies》 2024年第4期23-31,共9页
This article takes water enterprises as the research object,exploring the organic combination of comprehensive budget management under the trend of digitalization and digital technology in the new era,as well as the p... This article takes water enterprises as the research object,exploring the organic combination of comprehensive budget management under the trend of digitalization and digital technology in the new era,as well as the process of management system reform.Introduce the current status of its budget management work,comprehensively analyze the architecture and operation mode of the current comprehensive budget management system of water enterprises,and evaluate and analyze the overall situation and shortcomings of its budget management system based on financial data such as budget formulation and execution.From the perspective of digital restructuring and upgrading of comprehensive budget management work,corresponding countermeasures are proposed to make up for the shortcomings and suggestions for the future development of the enterprise’s comprehensive budget. 展开更多
关键词 DIGITIZATION Comprehensive budget ACHIEVEMENTS Water company
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A Study on the Impact of Voice-to-Text Technology on Academic Achievement of the Hearing-Impaired
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作者 Zhe Wang 《Journal of Contemporary Educational Research》 2024年第8期276-282,共7页
Hearing loss is a significant barrier to academic achievement,with hearing-impaired(HI)individuals often facing challenges in speech recognition,language development,and social interactions.Lip-reading,a crucial skill... Hearing loss is a significant barrier to academic achievement,with hearing-impaired(HI)individuals often facing challenges in speech recognition,language development,and social interactions.Lip-reading,a crucial skill for HI individuals,is essential for effective communication and learning.However,the COVID-19 pandemic has exacerbated the challenges faced by HI individuals,with the face masks hindering lip-reading.This literature review explores the relationship between hearing loss and academic achievement,highlighting the importance of lip-reading and the potential of artificial intelligence(AI)techniques in mitigating these challenges.The introduction of Voice-to-Text(VtT)technology,which provides real-time text captions,can significantly improve speech recognition and academic performance for HI students.AI models,such as Hidden Markov models and Transformer models,can enhance the accuracy and robustness of VtT technology in diverse educational settings.Furthermore,VtT technology can facilitate better teacher-student interactions,provide transcripts of lectures and classroom discussions,and bridge the gap in standardized testing performance between HI and hearing students.While challenges and limitations exist,the successful implementation of VtT technology can promote inclusive education and enhance academic achievement.Future research directions include popularizing VtT technology,addressing technological barriers,and customizing VtT systems to cater to individual needs. 展开更多
关键词 LIP-READING HEARING-IMPAIRED Voice-to-text Academic achievement Hidden Markov models Transformer models Inclusive education
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Economic Growth Target Achievable
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《World Economy & China》 1998年第6期18-18,共1页
关键词 TARGET US Economic Growth Target achievable
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The Insights and Influence of the Sydney Accord on the Teaching Reform of Vocational Education in China: A Case Study of Professional Curriculum Achievement Evaluation
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作者 Weijian Zhou Qijun Zhan +3 位作者 Liu Yang Dan Wang Ping Yin Na Liu 《Journal of Contemporary Educational Research》 2024年第8期209-214,共6页
Scientific curriculum evaluation methods are critical for achieving talent training objectives.The Sydney Accord,one of the three major engineering education certification agreements,focuses on the training of“engine... Scientific curriculum evaluation methods are critical for achieving talent training objectives.The Sydney Accord,one of the three major engineering education certification agreements,focuses on the training of“engineering technologists.”Its logical system and three core principles align well with the connotation development of professional construction in China’s higher vocational colleges,offering significant insights for promoting reform and development in engineering education in Chinese colleges and universities.By incorporating the core principles,elements,and graduate quality defined in the Sydney Accord and focusing on the evaluation of curriculum achievement against“graduation requirements,”the quality of vocational education can be enhanced,making it an important direction for future teaching reforms in vocational education. 展开更多
关键词 Educational and teaching reform Curriculum achievement Sydney Accord Vocational education
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Research on the Mechanism and Strategy of Equity Investment Driving the Transformation of New Material Innovation Achievements
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作者 Xiao Zhang 《Proceedings of Business and Economic Studies》 2024年第4期136-141,共6页
Under the wave of global technological revolution,the new materials industry is facing difficulties in innovation and transformation.Equity investment has become a key driving force due to its flexible mechanism,risk ... Under the wave of global technological revolution,the new materials industry is facing difficulties in innovation and transformation.Equity investment has become a key driving force due to its flexible mechanism,risk sharing,and deep participation.Based on introducing the current development status of China’s new materials industry,this article reveals the mechanism of equity investment in financial support,risk management,incentive constraints,and resource integration.The article proposes optimization strategies,such as building an information-sharing mechanism and a diversified investment fund system,to promote the high-quality development of the new materials industry driven by innovation and provide strategic guidance for policymakers,investors,and enterprises. 展开更多
关键词 New materials industry Transformation of innovative achievements Equity investment
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The Impact of Urban and Rural Education Gap on Student Achievement Differences
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作者 Weiping Fu Abdul Talib bin Mohamed Hashim 《Journal of Contemporary Educational Research》 2024年第9期145-150,共6页
With our country’s social development,the gap between urban and rural education has become increasingly obvious,especially the difference in student achievement.This study aims to explore the impact of the urban-rura... With our country’s social development,the gap between urban and rural education has become increasingly obvious,especially the difference in student achievement.This study aims to explore the impact of the urban-rural education gap on student achievement.The study adopts a quantitative analysis method to collect and analyze the academic performance,learning resources,and social resources of urban and rural students.The results show that the unbalanced distribution of educational resources in urban and rural areas is the key factor leading to the gap in students’achievement.For example,urban education resources are abundant while rural education resources are relatively scarce.At the same time,the difference in social environment and family economic status also have a significant impact on student achievement.The differences between urban and rural areas,particularly in terms of family economic conditions and their ability to invest in education,further widen the gap between urban and rural education.The results of this study can provide a reference for reducing the gap between urban and rural education and improving the academic performance of rural students.A fair education policy is essential to narrow the gap between urban and rural education resources distribution,so as to improve the equality of education in society. 展开更多
关键词 Urban and rural education gap Student achievement differences Allocation of educational resources Social and environmental differences Family economic situation
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A Characterization of Achievable Patterns of the MN-Puzzle Problem
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作者 杨红青 《Journal of Computer Science & Technology》 SCIE EI CSCD 1990年第3期266-274,共9页
One important MN-puzzle problem is to find a sequence of up-down and right-left movements of the empty-cell so that a goal-pattern can be achieved from a given initial-pattern.The second problem is to characterize the... One important MN-puzzle problem is to find a sequence of up-down and right-left movements of the empty-cell so that a goal-pattern can be achieved from a given initial-pattern.The second problem is to characterize the totality of the goal-pattern from a given initial-pattern.The third problem is finding the fewest movements to achieve it.In this paper,these problems will be completely solved. 展开更多
关键词 A Characterization of achievable Patterns of the MN-Puzzle Problem
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Performance Analysis of Intelligent Reflecting Surface Assisted Wireless Communication System 被引量:1
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作者 Weiqiang Tan Quanquan Zhou +2 位作者 Weijie Tan Longcheng Yang Chunguo Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第10期775-787,共13页
In this paper,we investigate the end-to-end performance of intelligent reflecting surface(IRS)-assisted wireless communication systems.We consider a system in which an IRS is deployed on a uniform planar array(UPA)con... In this paper,we investigate the end-to-end performance of intelligent reflecting surface(IRS)-assisted wireless communication systems.We consider a system in which an IRS is deployed on a uniform planar array(UPA)configuration,including a large number of reflecting elements,where the transmitters and receivers are only equipped with a single antenna.Our objective is to analytically obtain the achievable ergodic rate,outage probability,and bit error rate(BER)of the system.Furthermore,to maximize the system’s signal-to-noise ratio(SNR),we design the phase shift of each reflecting element and derive the optimal reflection phase of the IRS based on the channel state information(CSI).We also derive the exact expression of the SNR probability density function(p.d.f.)and show that it follows a non-central Chi-square distribution.Using the p.d.f.,we then derive the theoretical results of the achievable rate,outage probability,and BER.The accuracy of the obtained theoretical results is also verified through numerical simulation.Itwas shown that the achievable rate,outage probability,and BER could be improved by increasing the number of reflecting elements and choosing an appropriate SNR regime.Furthermore,we also find that the IRS-assisted communication system achieves better performance than the existing end-to-end wireless communication. 展开更多
关键词 Massive MIMO intelligent reflecting surface uniform planar array achievable ergodic rate
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