A new round of technological revolution and industrial transformation is accelerating.New-generation information technologies such as AI are increasingly integrated into all areas and the entire process of economic an...A new round of technological revolution and industrial transformation is accelerating.New-generation information technologies such as AI are increasingly integrated into all areas and the entire process of economic and social development,and are becoming key factors in reshaping global resource elements,the global economic structure,and the global competition pattern.展开更多
Year 2006 is the year marking the 100th anniversary of the founding of International Electrotechnical Commission (IEC). IEC is mainly engaged in the international standardization for electrical and electronic tech... Year 2006 is the year marking the 100th anniversary of the founding of International Electrotechnical Commission (IEC). IEC is mainly engaged in the international standardization for electrical and electronic technology field aiming at promoting international trade and technology cooperation and exchange, improving product and service quality, upgrading productivity and protecting the environment as well as human health and safety. Most countries worldwide adopt standards developed and promulgated by IEC, providing a platform to international trade and technical exchange. China has being a member since 1957. Electronic and IT are the most developed and energetic filed in recent decades. Number of IEC TC/SC specialized in electronic and IT amounts up to 52.……展开更多
Data trading is a crucial means of unlocking the value of Internet of Things(IoT)data.However,IoT data differs from traditional material goods due to its intangible and replicable nature.This difference leads to ambig...Data trading is a crucial means of unlocking the value of Internet of Things(IoT)data.However,IoT data differs from traditional material goods due to its intangible and replicable nature.This difference leads to ambiguous data rights,confusing pricing,and challenges in matching.Additionally,centralized IoT data trading platforms pose risks such as privacy leakage.To address these issues,we propose a profit-driven distributed trading mechanism for IoT data.First,a blockchain-based trading architecture for IoT data,leveraging the transparent and tamper-proof features of blockchain technology,is proposed to establish trust between data owners and data requesters.Second,an IoT data registration method that encompasses both rights confirmation and pricing is designed.The data right confirmation method uses non-fungible token to record ownership and authenticate IoT data.For pricing,we develop an IoT data value assessment index system and introduce a pricing model based on a combination of the sparrow search algorithm and the back propagation neural network.Finally,an IoT data matching method is designed based on the Stackelberg game.This establishes a Stackelberg game model involving multiple data owners and requesters,employing a hierarchical optimization method to determine the optimal purchase strategy.The security of the mechanism is analyzed and the performance of both the pricing method and matching method is evaluated.Experiments demonstrate that both methods outperform traditional approaches in terms of error rates and profit maximization.展开更多
Recent research has shown a burgeoning interest in exploring sparse models for massively Multilingual Neural Machine Translation(MNMT).In this paper,we present a comprehensive survey of this emerging topic.Massively M...Recent research has shown a burgeoning interest in exploring sparse models for massively Multilingual Neural Machine Translation(MNMT).In this paper,we present a comprehensive survey of this emerging topic.Massively MNMT,when based on sparse models,offers significant improvements in parameter efficiency and reduces interference compared to its dense model counterparts.Various methods have been proposed to leverage sparse models for enhancing translation quality.However,the lack of a thorough survey has hindered the identification and further investigation of the most promising approaches.To address this gap,we provide an exhaustive examination of the current research landscape in massively MNMT,with a special emphasis on sparse models.Initially,we categorize the various sparse model-based approaches into distinct classifications.We then delve into each category in detail,elucidating their fundamental modeling principles,core issues,and the challenges they face.Wherever possible,we conduct comparative analyses to assess the strengths and weaknesses of different methodologies.Moreover,we explore potential future research avenues for MNMT based on sparse models.This survey serves as a valuable resource for both newcomers and established experts in the field of MNMT,particularly those interested in sparse model applications.展开更多
The concept of Smart Cities is gaining increasingly high importance as a means of making available all the services and applications enabled by ICT to citizens, companies and authorities that are part of a city's sys...The concept of Smart Cities is gaining increasingly high importance as a means of making available all the services and applications enabled by ICT to citizens, companies and authorities that are part of a city's system. It aims to improve citizens' quality Of life and improve the efficiency and quality of the services provided by governing entities and businesses. This perspective requires an integrated vision of a city and of its infi'astmctures, in all its components, and extends beyond the mere 'digitalisation' of information and communication: it has to incorporate a number of dimensions that are not related to technology, e.g., the social and political ones.展开更多
This article introduces the background,laws and regulations,basic framework,certificationcatalogue,implementation results,andproblems of China's compulsory product certificationsystem.
Comprehensive standardization is an important measure for the reform and innovation of the current standards development mode.It transformed the traditional standards development mode characterized by industry divisio...Comprehensive standardization is an important measure for the reform and innovation of the current standards development mode.It transformed the traditional standards development mode characterized by industry division and discrete development.Developing standards systematically better satisfies the standards requirements of various parties of industrial chains;the effect of standards as a whole gets full play;it also adapts to the requirements of the transformation,upgrading of industry and the development of strategic emerging industries.展开更多
This text introduces the great achievements made in recent years in the international standardization of the radio frequency (RF)connector. It analyses why the standards should be prepared and the benefits of standa...This text introduces the great achievements made in recent years in the international standardization of the radio frequency (RF)connector. It analyses why the standards should be prepared and the benefits of standardization on our RF connector industry.展开更多
Standardization is one of the effective means of accelerating technological progress improving product quality and raising labor productivity.With the rapid development of our national economy,especially since the cou...Standardization is one of the effective means of accelerating technological progress improving product quality and raising labor productivity.With the rapid development of our national economy,especially since the country has put forward plans to promote development of seven strategic emerging industries,which have set higher demands on standardization work.This article gives a review of Comprehensive Standardization on Color TV conducted 25 years ago and raises some suggestions on Comprehensive standardization and the Innovation of Standardization Management.展开更多
Now,main countries and regions in the world have stepped up the layout of AI.In the past two years,the United States has issued four policies closely related to AI standardization.It required the National Institute of...Now,main countries and regions in the world have stepped up the layout of AI.In the past two years,the United States has issued four policies closely related to AI standardization.It required the National Institute of Standards and Technology(NIST)to develop a global standards plan,and emphasized the planning and research of standards in advance,specifying that standards are a part of the AI technical development cycle.展开更多
Ferric oxide is one of the key factors affecting both the microstructure and the properties of CaO-MgO-SiO2-based ceramics. Research on this effect is significant in the utilization of iron-rich solid wastes in cerami...Ferric oxide is one of the key factors affecting both the microstructure and the properties of CaO-MgO-SiO2-based ceramics. Research on this effect is significant in the utilization of iron-rich solid wastes in ceramics. Ceramic samples with various Fe2O3 contents(0 wt%, 5 wt%, and 10 wt%) were prepared and the corresponding physical properties and microstructure were studied. The results indicated that Fe2O3 not only played a fluxing role, but also promoted the formation of crystals. Ceramics with 5 wt% of Fe2O3 addition attained the best mechanical properties with a flexural strength of 132.9 MPa. Iron ions were dissolved into diopside, consequently causing phase transformation from diopside and protoenstatite to augite, thereby contributing to the enhancement of its properties. An excess amount of Fe2O3 addition(10 wt% or more) resulted in deteriorated properties due to the generation of an excess volume of liquid and the formation of high-porosity structures within ceramics.展开更多
Internet of things has been widely applied to industrial control, smart city and environmental protection, in these applica- tion scenarios, sensing node needs to make real-time response to the feedback control of the...Internet of things has been widely applied to industrial control, smart city and environmental protection, in these applica- tion scenarios, sensing node needs to make real-time response to the feedback control of the application layer. Therefore, it is nec- essary to monitor whether or not awareness nodes are trusted in real time, but the existing mechanisms for trusted certification lack the real-time measurement and tracking of the sensing node. To solve the above problems, this paper proposes a dynamic metric based authentication mechanism for sensing nodes of Internet of things. Firstly, the dynamic trustworthiness measure of the sensing nodes is carried out by introducing the computational function such as the trust function, the trust- worthiness risk assessment function, the feed- back control function and the active function of the sensing node. The dynamic trustworthi- ness measure of sensing nodes from multiple dimensions can effectively describe the change of trusted value of sensing nodes. Then, on the basis of this, a trusted attestation based on node trusted measure is realized by using the revocable group signature mechanism of local verifier. The mechanism has anonymity, un- forgeability and traceability, which is proved the security in the standard model. Simulationexperiments show that the proposed trusted attestation mechanism is flexible, practical and ef|Scient and has better attack resistance. It can effectively guarantee the reliable data transmission of nodes and realize the dynamic tracking of node reliability, which has a lower impact on system performance.展开更多
A multipath source self repair routing (MSSRR) algorithm for mobile ad hoc networks is proposed. By using multiple paths which can be repaired by themselves to transmit packets alternately, the network's load is b...A multipath source self repair routing (MSSRR) algorithm for mobile ad hoc networks is proposed. By using multiple paths which can be repaired by themselves to transmit packets alternately, the network's load is balanced, the link state in the network can be checked in time, the number of the times the route discovery mechanism starts is decreased. If only one route which will be broken can be used to transmit the packets, the route discovery mechanism is restarted.The algorithm is implemented on the basis of dynamic source routing (DSR). The effect of MSSRR on lifetime of the access from the source to the destination and the overhead is discussed. Compared with the performance of DSR,it can be seen that the algorithm can improve the performance of the network obviously and the overhead almost does not increase if the average hop count is larger.展开更多
To the existing spectrum sharing schemes in wireless-powered cognitive wireless sensor networks,the protocols are limited to either separate the primary and the secondary transmission or allow the secondary user to tr...To the existing spectrum sharing schemes in wireless-powered cognitive wireless sensor networks,the protocols are limited to either separate the primary and the secondary transmission or allow the secondary user to transmit signals in a time slot when it forwards the primary signal.In order to address this limitation,a novel cooperative spectrum sharing scheme is proposed,where the secondary transmission is multiplexed with both the primary transmission and the relay transmission.Specifically,the process of transmission is on a three-phase time-switching relaying basis.In the first phase,a cognitive sensor node SU1 scavenges energy from the primary transmission.In the second phase,another sensor node SU2 and primary transmitter simultaneously transmit signals to the SU1.In the third phase,the node SU1 can assist the primary transmission to acquire the opportunity of spectrum sharing.Joint decoding and interference cancellation technique is adopted at the receivers to retrieve the desired signals.We further derive the closed-form expressions for the outage probabilities of both the primary and secondary systems.Moreover,we address optimization of energy harvesting duration and power allocation coefficient strategy under performance criteria.An effective algorithm is then presented to solve the optimization problem.Simulation results demonstrate that with the optimized solutions,the sensor nodes with the proposed cooperative spectrum sharing scheme can utilize the spectrum in a more efficient manner without deteriorating the performance of the primary transmission,as compared with the existing one-directional scheme in the literature.展开更多
The end-to-end separation algorithm with superior performance in the field of speech separation has not been effectively used in music separation.Moreover,since music signals are often dual channel data with a high sa...The end-to-end separation algorithm with superior performance in the field of speech separation has not been effectively used in music separation.Moreover,since music signals are often dual channel data with a high sampling rate,how to model longsequence data and make rational use of the relevant information between channels is also an urgent problem to be solved.In order to solve the above problems,the performance of the end-to-end music separation algorithm is enhanced by improving the network structure.Our main contributions include the following:(1)A more reasonable densely connected U-Net is designed to capture the long-term characteristics of music,such as main melody,tone and so on.(2)On this basis,the multi-head attention and dualpath transformer are introduced in the separation module.Channel attention units are applied recursively on the feature map of each layer of the network,enabling the network to perform long-sequence separation.Experimental results show that after the introduction of the channel attention,the performance of the proposed algorithm has a stable improvement compared with the baseline system.On the MUSDB18 dataset,the average score of the separated audio exceeds that of the current best-performing music separation algorithm based on the time-frequency domain(T-F domain).展开更多
Container is an emerging virtualization technology and widely adopted in the cloud to provide services because of its lightweight,flexible,isolated and highly portable properties.Cloud services are often instantiated ...Container is an emerging virtualization technology and widely adopted in the cloud to provide services because of its lightweight,flexible,isolated and highly portable properties.Cloud services are often instantiated as clusters of interconnected containers.Due to the stochastic service arrival and complicated cloud environment,it is challenging to achieve an optimal container placement(CP)scheme.We propose to leverage Deep Reinforcement Learning(DRL)for solving CP problem,which is able to learn from experience interacting with the environment and does not rely on mathematical model or prior knowledge.However,applying DRL method directly dose not lead to a satisfying result because of sophisticated environment states and huge action spaces.In this paper,we propose UNREAL-CP,a DRL-based method to place container instances on servers while considering end to end delay and resource utilization cost.The proposed method is an actor-critic-based approach,which has advantages in dealing with the huge action space.Moreover,the idea of auxiliary learning is also included in our architecture.We design two auxiliary learning tasks about load balancing to improve algorithm performance.Compared to other DRL methods,extensive simulation results show that UNREAL-CP performs better up to 28.6%in terms of reducing delay and deployment cost with high training efficiency and responding speed.展开更多
Data security and privacy protection have become the focus of cybersecurity protection in many countries.The utilization of confidential computing technology can significantly enhance data security.However,there are a...Data security and privacy protection have become the focus of cybersecurity protection in many countries.The utilization of confidential computing technology can significantly enhance data security.However,there are a variety of confidential computing technology routes,with significant differences in the principles and interfaces of implementation.There is an urgent need to develop relevant standards and specifications and guide the design,development,deployment and application of confidential computing related products.This paper introduces the development progress of the national standard project“Information security techniques—General framework for the confidential computing”and its pilot application scenarios across various industries.Additionally,it proposes suggestions on modifying and improving the standard to promote the healthy development of the confidential computing industry ecosystem.展开更多
Digital PreDistortion(DPD)is a very useful method to improve the linearity of Power Amplifiers(PAs)for LTE and upcoming 5 G networks.As the spectrum resources are becoming more and more crowded,and the communications ...Digital PreDistortion(DPD)is a very useful method to improve the linearity of Power Amplifiers(PAs)for LTE and upcoming 5 G networks.As the spectrum resources are becoming more and more crowded,and the communications bandwidth are broader,the ACPR(Adjacent Channel Leakage Ratio)is very important to communication systems.DPD is one of the useful means for PA to reduce ACPR.This article demonstrates what DPD is and how DPD is achieved,the measurement of the Digital Distortion of a PA using a vector generator and vector analyzer,and the measurement results has been discussed.展开更多
Power consumption is a vital issue for communication systems,especially for those which powered by batteries.In wireless communication system,the power consumption of PA(power amplifier)consumes a large portion of pow...Power consumption is a vital issue for communication systems,especially for those which powered by batteries.In wireless communication system,the power consumption of PA(power amplifier)consumes a large portion of power compared with another component.How to reduce the power consumption of PA is always one of the big topics in the R&D and application of PA.Modern communication systems which have the high Peak to Average Power Ratio(PAPR).Envelope tracking technology can effectively reduce the power consumption of PA,especially for the high PAPR system.In the meantime,ET does not affect the performance of PA and communication system.This paper introduces the principle of ET,and gives the test method of ET performance.An ET test system has been built using R&S SMW 200A vector signal generator and FSW vector signal analyzer.The measurement result shows 20%of power saving by the application of ET.展开更多
The addressing and routing algorithm on hexagonal networks is still an open problem so far.Although many related works have been done to resolve this problem to some extent,the properties of hexagonal networks are sti...The addressing and routing algorithm on hexagonal networks is still an open problem so far.Although many related works have been done to resolve this problem to some extent,the properties of hexagonal networks are still not explored adequately.In this paper,we first create an oblique coordinate system and redefine the Euclidean space to address the hexagonal nodes.Then an optimal routing algorithm using vectors and angles of the redefined Euclidean space is developed.Compared with the traditional 3-directions scheme and the Cayley graph method,the proposed routing algorithm is more efficient and totally independent of the scale of networks with two-tuples addresses.We also prove that the path(s) obtained by this algorithm is always the shortest one(s).展开更多
文摘A new round of technological revolution and industrial transformation is accelerating.New-generation information technologies such as AI are increasingly integrated into all areas and the entire process of economic and social development,and are becoming key factors in reshaping global resource elements,the global economic structure,and the global competition pattern.
文摘 Year 2006 is the year marking the 100th anniversary of the founding of International Electrotechnical Commission (IEC). IEC is mainly engaged in the international standardization for electrical and electronic technology field aiming at promoting international trade and technology cooperation and exchange, improving product and service quality, upgrading productivity and protecting the environment as well as human health and safety. Most countries worldwide adopt standards developed and promulgated by IEC, providing a platform to international trade and technical exchange. China has being a member since 1957. Electronic and IT are the most developed and energetic filed in recent decades. Number of IEC TC/SC specialized in electronic and IT amounts up to 52.……
基金supported by the National Key Research and Development Program of China(No.2022YFF0610003)the BUPT Excellent Ph.D.Students Foundation(No.CX2022218)the Fund of Central University Basic Research Projects(No.2023ZCTH11).
文摘Data trading is a crucial means of unlocking the value of Internet of Things(IoT)data.However,IoT data differs from traditional material goods due to its intangible and replicable nature.This difference leads to ambiguous data rights,confusing pricing,and challenges in matching.Additionally,centralized IoT data trading platforms pose risks such as privacy leakage.To address these issues,we propose a profit-driven distributed trading mechanism for IoT data.First,a blockchain-based trading architecture for IoT data,leveraging the transparent and tamper-proof features of blockchain technology,is proposed to establish trust between data owners and data requesters.Second,an IoT data registration method that encompasses both rights confirmation and pricing is designed.The data right confirmation method uses non-fungible token to record ownership and authenticate IoT data.For pricing,we develop an IoT data value assessment index system and introduce a pricing model based on a combination of the sparrow search algorithm and the back propagation neural network.Finally,an IoT data matching method is designed based on the Stackelberg game.This establishes a Stackelberg game model involving multiple data owners and requesters,employing a hierarchical optimization method to determine the optimal purchase strategy.The security of the mechanism is analyzed and the performance of both the pricing method and matching method is evaluated.Experiments demonstrate that both methods outperform traditional approaches in terms of error rates and profit maximization.
基金supported by the Key Research and Development Program of Yunnan Province(No.202203AA080004)the National Natural Science Foundation of China Youth Found(No.62306210).
文摘Recent research has shown a burgeoning interest in exploring sparse models for massively Multilingual Neural Machine Translation(MNMT).In this paper,we present a comprehensive survey of this emerging topic.Massively MNMT,when based on sparse models,offers significant improvements in parameter efficiency and reduces interference compared to its dense model counterparts.Various methods have been proposed to leverage sparse models for enhancing translation quality.However,the lack of a thorough survey has hindered the identification and further investigation of the most promising approaches.To address this gap,we provide an exhaustive examination of the current research landscape in massively MNMT,with a special emphasis on sparse models.Initially,we categorize the various sparse model-based approaches into distinct classifications.We then delve into each category in detail,elucidating their fundamental modeling principles,core issues,and the challenges they face.Wherever possible,we conduct comparative analyses to assess the strengths and weaknesses of different methodologies.Moreover,we explore potential future research avenues for MNMT based on sparse models.This survey serves as a valuable resource for both newcomers and established experts in the field of MNMT,particularly those interested in sparse model applications.
文摘The concept of Smart Cities is gaining increasingly high importance as a means of making available all the services and applications enabled by ICT to citizens, companies and authorities that are part of a city's system. It aims to improve citizens' quality Of life and improve the efficiency and quality of the services provided by governing entities and businesses. This perspective requires an integrated vision of a city and of its infi'astmctures, in all its components, and extends beyond the mere 'digitalisation' of information and communication: it has to incorporate a number of dimensions that are not related to technology, e.g., the social and political ones.
文摘This article introduces the background,laws and regulations,basic framework,certificationcatalogue,implementation results,andproblems of China's compulsory product certificationsystem.
文摘Comprehensive standardization is an important measure for the reform and innovation of the current standards development mode.It transformed the traditional standards development mode characterized by industry division and discrete development.Developing standards systematically better satisfies the standards requirements of various parties of industrial chains;the effect of standards as a whole gets full play;it also adapts to the requirements of the transformation,upgrading of industry and the development of strategic emerging industries.
文摘This text introduces the great achievements made in recent years in the international standardization of the radio frequency (RF)connector. It analyses why the standards should be prepared and the benefits of standardization on our RF connector industry.
文摘Standardization is one of the effective means of accelerating technological progress improving product quality and raising labor productivity.With the rapid development of our national economy,especially since the country has put forward plans to promote development of seven strategic emerging industries,which have set higher demands on standardization work.This article gives a review of Comprehensive Standardization on Color TV conducted 25 years ago and raises some suggestions on Comprehensive standardization and the Innovation of Standardization Management.
文摘Now,main countries and regions in the world have stepped up the layout of AI.In the past two years,the United States has issued four policies closely related to AI standardization.It required the National Institute of Standards and Technology(NIST)to develop a global standards plan,and emphasized the planning and research of standards in advance,specifying that standards are a part of the AI technical development cycle.
基金financially supported by the National Natural Science Foundation of China (No. 51474027)
文摘Ferric oxide is one of the key factors affecting both the microstructure and the properties of CaO-MgO-SiO2-based ceramics. Research on this effect is significant in the utilization of iron-rich solid wastes in ceramics. Ceramic samples with various Fe2O3 contents(0 wt%, 5 wt%, and 10 wt%) were prepared and the corresponding physical properties and microstructure were studied. The results indicated that Fe2O3 not only played a fluxing role, but also promoted the formation of crystals. Ceramics with 5 wt% of Fe2O3 addition attained the best mechanical properties with a flexural strength of 132.9 MPa. Iron ions were dissolved into diopside, consequently causing phase transformation from diopside and protoenstatite to augite, thereby contributing to the enhancement of its properties. An excess amount of Fe2O3 addition(10 wt% or more) resulted in deteriorated properties due to the generation of an excess volume of liquid and the formation of high-porosity structures within ceramics.
基金supported by the National Natural Science Foundation of China (The key trusted running technologies for the sensing nodes in Internet of things: 61501007, The research of the trusted and security environment for high energy physics scientific computing system: 11675199)General Project of science and technology project of Beijing Municipal Education Commission: KM201610005023+2 种基金the outstanding personnel training program of Beijing municipal Party Committee Organization Department (The Research of Trusted Computing environment for Internet of things in Smart City: 2014000020124G041)The key technology research and validation issue for the emergency treatment telemedicine public service platform which integrates the military and civilian and bases on the broadband wireless networks (No.2013ZX03006001-005)the issue belongs to Major national science and technology projects
文摘Internet of things has been widely applied to industrial control, smart city and environmental protection, in these applica- tion scenarios, sensing node needs to make real-time response to the feedback control of the application layer. Therefore, it is nec- essary to monitor whether or not awareness nodes are trusted in real time, but the existing mechanisms for trusted certification lack the real-time measurement and tracking of the sensing node. To solve the above problems, this paper proposes a dynamic metric based authentication mechanism for sensing nodes of Internet of things. Firstly, the dynamic trustworthiness measure of the sensing nodes is carried out by introducing the computational function such as the trust function, the trust- worthiness risk assessment function, the feed- back control function and the active function of the sensing node. The dynamic trustworthi- ness measure of sensing nodes from multiple dimensions can effectively describe the change of trusted value of sensing nodes. Then, on the basis of this, a trusted attestation based on node trusted measure is realized by using the revocable group signature mechanism of local verifier. The mechanism has anonymity, un- forgeability and traceability, which is proved the security in the standard model. Simulationexperiments show that the proposed trusted attestation mechanism is flexible, practical and ef|Scient and has better attack resistance. It can effectively guarantee the reliable data transmission of nodes and realize the dynamic tracking of node reliability, which has a lower impact on system performance.
文摘A multipath source self repair routing (MSSRR) algorithm for mobile ad hoc networks is proposed. By using multiple paths which can be repaired by themselves to transmit packets alternately, the network's load is balanced, the link state in the network can be checked in time, the number of the times the route discovery mechanism starts is decreased. If only one route which will be broken can be used to transmit the packets, the route discovery mechanism is restarted.The algorithm is implemented on the basis of dynamic source routing (DSR). The effect of MSSRR on lifetime of the access from the source to the destination and the overhead is discussed. Compared with the performance of DSR,it can be seen that the algorithm can improve the performance of the network obviously and the overhead almost does not increase if the average hop count is larger.
基金Project (61201086) supported by the National Natural Science Foundation of ChinaProject (201506375060) supported by the China Scholarship Council+2 种基金Project (2013B090500007) supported by Guangdong Provincial Science and Technology Project,ChinaProject (2014509102205) supported by the Dongguan Municipal Project on the Integration of Industry,Education and Research,ChinaProject (2017GK5019) supported by 2017 Hunan-Tech&Innovation Investment Project,China
文摘To the existing spectrum sharing schemes in wireless-powered cognitive wireless sensor networks,the protocols are limited to either separate the primary and the secondary transmission or allow the secondary user to transmit signals in a time slot when it forwards the primary signal.In order to address this limitation,a novel cooperative spectrum sharing scheme is proposed,where the secondary transmission is multiplexed with both the primary transmission and the relay transmission.Specifically,the process of transmission is on a three-phase time-switching relaying basis.In the first phase,a cognitive sensor node SU1 scavenges energy from the primary transmission.In the second phase,another sensor node SU2 and primary transmitter simultaneously transmit signals to the SU1.In the third phase,the node SU1 can assist the primary transmission to acquire the opportunity of spectrum sharing.Joint decoding and interference cancellation technique is adopted at the receivers to retrieve the desired signals.We further derive the closed-form expressions for the outage probabilities of both the primary and secondary systems.Moreover,we address optimization of energy harvesting duration and power allocation coefficient strategy under performance criteria.An effective algorithm is then presented to solve the optimization problem.Simulation results demonstrate that with the optimized solutions,the sensor nodes with the proposed cooperative spectrum sharing scheme can utilize the spectrum in a more efficient manner without deteriorating the performance of the primary transmission,as compared with the existing one-directional scheme in the literature.
基金National Natural Science Foundation of China,Grant/Award Number:62071039Beijing Natural Science Foundation,Grant/Award Number:L223033。
文摘The end-to-end separation algorithm with superior performance in the field of speech separation has not been effectively used in music separation.Moreover,since music signals are often dual channel data with a high sampling rate,how to model longsequence data and make rational use of the relevant information between channels is also an urgent problem to be solved.In order to solve the above problems,the performance of the end-to-end music separation algorithm is enhanced by improving the network structure.Our main contributions include the following:(1)A more reasonable densely connected U-Net is designed to capture the long-term characteristics of music,such as main melody,tone and so on.(2)On this basis,the multi-head attention and dualpath transformer are introduced in the separation module.Channel attention units are applied recursively on the feature map of each layer of the network,enabling the network to perform long-sequence separation.Experimental results show that after the introduction of the channel attention,the performance of the proposed algorithm has a stable improvement compared with the baseline system.On the MUSDB18 dataset,the average score of the separated audio exceeds that of the current best-performing music separation algorithm based on the time-frequency domain(T-F domain).
基金This work is supported by the National Natural Science Foundation of China(61702048)the Public Support Platform Construction of Industrial Internet platform.
文摘Container is an emerging virtualization technology and widely adopted in the cloud to provide services because of its lightweight,flexible,isolated and highly portable properties.Cloud services are often instantiated as clusters of interconnected containers.Due to the stochastic service arrival and complicated cloud environment,it is challenging to achieve an optimal container placement(CP)scheme.We propose to leverage Deep Reinforcement Learning(DRL)for solving CP problem,which is able to learn from experience interacting with the environment and does not rely on mathematical model or prior knowledge.However,applying DRL method directly dose not lead to a satisfying result because of sophisticated environment states and huge action spaces.In this paper,we propose UNREAL-CP,a DRL-based method to place container instances on servers while considering end to end delay and resource utilization cost.The proposed method is an actor-critic-based approach,which has advantages in dealing with the huge action space.Moreover,the idea of auxiliary learning is also included in our architecture.We design two auxiliary learning tasks about load balancing to improve algorithm performance.Compared to other DRL methods,extensive simulation results show that UNREAL-CP performs better up to 28.6%in terms of reducing delay and deployment cost with high training efficiency and responding speed.
文摘Data security and privacy protection have become the focus of cybersecurity protection in many countries.The utilization of confidential computing technology can significantly enhance data security.However,there are a variety of confidential computing technology routes,with significant differences in the principles and interfaces of implementation.There is an urgent need to develop relevant standards and specifications and guide the design,development,deployment and application of confidential computing related products.This paper introduces the development progress of the national standard project“Information security techniques—General framework for the confidential computing”and its pilot application scenarios across various industries.Additionally,it proposes suggestions on modifying and improving the standard to promote the healthy development of the confidential computing industry ecosystem.
基金supported by Shenzhen Strategic Emerging Industry Development Fund Project——Public service platform for 5G key components testing(20170921165224440)
文摘Digital PreDistortion(DPD)is a very useful method to improve the linearity of Power Amplifiers(PAs)for LTE and upcoming 5 G networks.As the spectrum resources are becoming more and more crowded,and the communications bandwidth are broader,the ACPR(Adjacent Channel Leakage Ratio)is very important to communication systems.DPD is one of the useful means for PA to reduce ACPR.This article demonstrates what DPD is and how DPD is achieved,the measurement of the Digital Distortion of a PA using a vector generator and vector analyzer,and the measurement results has been discussed.
基金supported by Shenzhen Strategic Emerging Industry Development Fund Project-Public service platform for 5G key components testing(20170921165224440)
文摘Power consumption is a vital issue for communication systems,especially for those which powered by batteries.In wireless communication system,the power consumption of PA(power amplifier)consumes a large portion of power compared with another component.How to reduce the power consumption of PA is always one of the big topics in the R&D and application of PA.Modern communication systems which have the high Peak to Average Power Ratio(PAPR).Envelope tracking technology can effectively reduce the power consumption of PA,especially for the high PAPR system.In the meantime,ET does not affect the performance of PA and communication system.This paper introduces the principle of ET,and gives the test method of ET performance.An ET test system has been built using R&S SMW 200A vector signal generator and FSW vector signal analyzer.The measurement result shows 20%of power saving by the application of ET.
基金supported in part by International Researcher Exchange Project of National Science Foundation of China and Centre national de la recherche scientifique de France(NSFC-CNRS)under Grant No.61211130104national information security project 242 under Grant No.2014A104National Science Foundation of China under Grants No.60932003,61271220,61202266,61172053
文摘The addressing and routing algorithm on hexagonal networks is still an open problem so far.Although many related works have been done to resolve this problem to some extent,the properties of hexagonal networks are still not explored adequately.In this paper,we first create an oblique coordinate system and redefine the Euclidean space to address the hexagonal nodes.Then an optimal routing algorithm using vectors and angles of the redefined Euclidean space is developed.Compared with the traditional 3-directions scheme and the Cayley graph method,the proposed routing algorithm is more efficient and totally independent of the scale of networks with two-tuples addresses.We also prove that the path(s) obtained by this algorithm is always the shortest one(s).