6G时代信息新鲜度优先的无线网络设计

doi:10.11959/j.issn.2096-3750.2020.00150

Abstract

Abstract:

The development of the Internet of things has led to the deployment and application of various real-time monitoring systems (such as intelligent driving) and status update systems (such as industrial control).For the above systems,the freshness of information is particularly important.If the destination receives outdated information,it may reduce the accuracy and reliability of the system’s decision-making and cause severe security risks.In the future 6G network,the freshness of information will become increasingly important for information update applications.In order to characterize the freshness of information effectively,the academic world has proposed the concept of age of information (AoI).Recently,AoI has quickly become a new performance index and research hotspot of wireless systems.Firstly the research history of information age was reviewed.Then,the key issues of AoI introduced in different network models (such as single-user networks,single-hop networks,and multi-user networks) were analyzed.Finally the future research trend was prospected.

Key words: 6G, Internet of things, information freshness, age of information

CLC Number:

TN92

Ke XIONG,Huimin HU,Bo AI,Yu ZHANG,Li PEI. Information freshness orientated wireless network design for 6G[J]. Chinese Journal on Internet of Things, 2020, 4(1): 80-91.

Figures/Tables 9

References 92

[1]	HU Y Y , CHEN C L , HE J P ,et al. IoT based proactive energy supply control for connected electric vehicles[J]. IEEE Internet of Things Journal, 2019,6(5): 7395-7405.
[2]	PHILIP B V , ALPCAN T , JIN J ,et al. Distributed real-time IoT for autonomous vehicles[J]. IEEE Transactions on Industrial Informatics, 2019,15(2): 1131-1140.
[3]	ALABDULATIF A , KHALIL I , FORKAN A R M ,et al. Real-time secure health surveillance for smarter health communities[J]. IEEE Communications Magazine, 2019,57(1): 122-129.
[4]	M?STL M , SCHLATOW J , ERNST R . Synthesis of monitors for networked systems with heterogeneous safety requirements[J]. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2018,37(11): 2824-2834.
[5]	奥卢大学. 6G无线智能无处不在的关键驱动与研究挑战[S]. 6G白皮书, 2019.
	Oulu University. Key drivers and research challenges of 6G wireless intelligence everywhere[S]. 6G White Paper, 2019.
[6]	赵亚军, 郁光辉, 徐汉青 . 6G移动通信网络:愿景、挑战与关键技术[J]. 中国科学:信息科学, 2019,49: 963-987.
	ZHAO Y J , YU G H , XU H Q . 6G mobile communication networks:vision,challenges,and key technologies[J]. Scientia Sinica (Informationis), 2019,49: 963-987.
[7]	BARBIERATO L , ESTEBSARI A , PONS E ,et al. A distributed IoT infrastructure to test and deploy real-time demand response in smart grids[J]. IEEE Internet of Things Journal, 2019,6(1): 1136-1146.
[8]	SHAO S H , KHREISHAH A , KHALIL I . Enabling real-time indoor tracking of IoT devices through visible light retroreflection[J]. IEEE Transactions on Mobile Computing, 2020,19(4): 836-851.
[9]	KAM C , KOMPELLA S , EPHREMIDES A . Experimental evaluation of the age of information via emulation[C]// MILCOM 2015 IEEE Military Communications Conference. IEEE, 2015: 1070-1075.
[10]	ALTMAN E , EL-AZOUZI R , MENASCHE D S ,et al. Forever young:aging control for smartphones in hybrid networks[J]. ACM Sigmetrics Performance Evaluation Review, 2010,39(2):68.
[11]	KAUL S , GRUTESER M , RAI V ,et al. Minimizing age of information in vehicular networks[C]// 2011 8th Annual IEEE Communications Society Conference on Sensor,Mesh and Ad Hoc Communications and Networks. IEEE, 2011: 350-358.
[12]	KAUL S , YATES R , GRUTESER M . Real-time status:how often should one update?[C]// 2012 Proceedings IEEE INFOCOM. IEEE, 2012: 2731-2735.
[13]	NAJM E , YATES R D , SOLJANIN E . Status update through M/G/1/1 queues with HARQ[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 131-135.
[14]	INOUE Y , MASUYAMA H , TAKINE T ,et al. The stationary distribution of the age of information in FCFS single-server queues[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 571-575.
[15]	TRIPATHI V , TALAK R , MODIANO E . Age of information for discrete time queues[J]. arXiv:1901.10463v1, 2019
[16]	NAJM E , TELATAR E . Status updates in a multi-stream M/G/1/1 preemptive queue[C]// IEEE INFOCOM 2018-IEEE Conference on Computer Communications Workshops. IEEE, 2018: 124-129.
[17]	KAM C , MOLNAR J P , KOMPELLA S . Age of information for queues in tandem[C]// IEEE Military Communications Conference (MILCOM). IEEE, 2018: 1-6.
[18]	SAC H , BACINOGLU T,UYSAL-BIYIKOGLU E , et al . Age-optimal channel coding blocklength for an M/G/1 Queue with HARQ[C]// 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). IEEE, 2018: 1-5.
[19]	STAMATAKIS G , PAPPAS N , TRAGANITIS A . Optimal policies for status update generation in a wireless system with heterogeneous traffic[J]. arXiv:1810.03201v1, 2018
[20]	COSTA M , VALENTIN S , EPHREMIDES A . On the age of channel information for a finite-state Markov model[C]// 2015 IEEE International Conference on Communications (ICC). IEEE, 2015: 4101-4106.
[21]	COSTA M , VALENTIN S , EPHREMIDES A . On the age of channel state information for non-reciprocal wireless links[C]// 2015 IEEE International Symposium on Information Theory (ISIT). IEEE, 2015: 2356-2360.
[22]	FARAZI S , KLEIN A G , BROWN D R . On the average staleness of global channel state information in wireless networks with random transmit node selection[C]// 2016 IEEE International Conference on Acoustics,Speech and Signal Processing (ICASSP). IEEE, 2016: 3621-3625.
[23]	KLEIN A G , FARAZI S , HE W ,et al. Staleness bounds and efficient protocols for dissemination of global channel state information[J]. IEEE Transactions on Wireless Communications, 2017,16(9): 5732-5746.
[24]	FARAZI S , KLEIN A G , BROWN D R . Bounds on the age of information for global channel state dissemination in fully-connected networks[C]// 2017 26th International Conference on Computer Communication and Networks (ICCCN). IEEE, 2017: 1-7.
[25]	FARAZI S , BROWN D R , KLEIN A G . On global channel state estimation and dissemination in ring networks[C]// 2016 50th Asilomar Conference on Signals,Systems and Computers. IEEE, 2016: 1122-1127.
[26]	BAKNINA A , OZEL O , YANG J ,et al. Sending information through status updates[C]// 2018 IEEE International Symposium on Information Theory (ISIT). IEEE, 2018: 2271-2275.
[27]	SUN Y , CYR B . Information aging through queues:a mutual information perspective[C]// 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). IEEE, 2018: 1-5.
[28]	YATES R D , NAJM E , SOLJANIN E ,et al. Timely updates over an erasure channel[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 316-320.
[29]	BHAMBAY S , POOJARY S , PARAG P . Differential encoding for real-time status updates[C]// 2017 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2017: 1-6.
[30]	PARAG P , TAGHAVI A , CHAMBERLAND J F . On real-time status updates over symbol erasure channels[C]// 2017 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2017: 1-6.
[31]	ZHONG J , YATES R , SOLJANIN E . Backlog-adaptive compression:age of information[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 566-570.
[32]	CERAN E T , GUNDUZ D , GYORGY A . Average age of information with hybrid ARQ under a resource constraint[J]. IEEE Transactions on Wireless Communications, 2019,18(3): 1900-1913.
[33]	ARAFA A , BANAWAN K , SEDDIK K G ,et al. On timely channel coding with hybrid ARQ[J]. arXiv:1905.03238, 2019
[34]	MAYEKAR P , PARAG P , TYAGI H . Optimal lossless source codes for timely updates[C]// 2018 IEEE International Symposium on Information Theory (ISIT). IEEE, 2018: 1-5.
[35]	DEVASSY R , DURISI G , FERRANTE G C ,et al. Delay and peak-age violation probability in short-packet transmissions[C]// 2018 IEEE International Symposium on Information Theory (ISIT). IEEE, 2018: 2471-2475.
[36]	NGUYEN G D , KOMPELLA S , KAM C ,et al. Impact of hostile interference on information freshness:a game approach[C]// 2017 15th International Symposium on Modeling and Optimization in Mobile,Ad Hoc,and Wireless Networks (WiOpt). IEEE, 2017: 1-7.
[37]	XIAO Y Z , SUN Y . A dynamic jamming game for real-time status updates[C]// IEEE INFOCOM 2018-IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE, 2018: 354-360.
[38]	GOPAL S , KAUL S K . A game theoretic approach to DSRC and Wi-Fi coexistence[C]// IEEE INFOCOM 2018-IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE, 2018: 565-570.
[39]	NGUYEN G D , KOMPELLA S , KAM C ,et al. Information freshness over an interference channel:a game theoretic view[C]// IEEE INFOCOM 2018-IEEE Conference on Computer Communications. IEEE, 2018: 908-916.
[40]	BEYTUR H B , UYSAL E . Age minimization of multiple flows using reinforcement learning[C]// 2019 International Conference on Computing,Networking and Communications (ICNC). IEEE, 2019: 339-343.
[41]	SERT E , SONMEZ C , BAGHAEE S ,et al. Optimizing age of information on real-life TCP/IP connections through reinforcement learning[C]// 2018 26th Signal Processing and Communications Applications Conference (SIU). IEEE, 2018: 1-4.
[42]	ELGABLI A , KHAN H , KROUKA M ,et al. Reinforcement learning based scheduling algorithm for optimizing age of information in ultra reliable low latency networks[J]. arXiv:1811.06776v2, 2018
[43]	SUN Y , POLYANSKIY Y , BIYIKOGLU E U . Remote estimation of the wiener process over a channel with random delay[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 321-325.
[44]	SUN Y , POLYANSKIY Y , BIYIKOGLU E U . Sampling of the wiener process for remote estimation over a channel with random delay[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2019.
[45]	ORNEE T Z , SUN Y . Sampling for remote estimation through queues:age of information and beyond[C]// 2019 International Symposium on Modeling and Optimization in Mobile,Ad Hoc,and Wireless Networks (WiOpt). IEEE, 2019.
[46]	YATES R D , CIBLAT P , YENER A ,et al. Age-optimal constrained cache updating[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 141-145.
[47]	ZHANG S , LI J , LUO H ,et al. Towards fresh and low-latency content delivery in vehicular networks:an edge caching aspect[C]// 2018 10th International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2018: 1-6.
[48]	KAM C , KOMPELLA S , NGUYEN G ,et al. Information freshness and popularity in mobile caching[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 136-140.
[49]	ARAFA A , YANG J , ULUKUS S ,et al. Age-minimal transmission for energy harvesting sensor with finite batteries:online policies[J]. IEEE Transactions on Information Theory, 2019,66(1): 534-556.
[50]	ARAFA A , YANG J , ULUKUS S ,et al. Using erasure feedback for online timely updating with an energy harvesting sensor[C]// 2019 IEEE International Symposium on Information Theory (ISIT). IEEE, 2019: 607-611.
[51]	ARAFA A , YANG J , ULUKUS S ,et al. Online timely status updates with erasures for energy harvesting sensors[C]// 2018 56th Annual Allerton Conference on Communication,Control,and Computing (Allerton). 2019.
[52]	ARAFA A , ULUKUS S . Timely updates in energy harvesting two-hop networks:offline and online policies[J]. IEEE Transactions on Wireless Communications, 2019,18(8): 4017-4030.
[53]	FENG S , YANG J . Minimizing age of information for an energy harvesting source with updating failures[C]// 2018 IEEE International Symposium on Information Theory (ISIT). IEEE, 2018: 1-6.
[54]	BACINOGLUE B T , SUN Y , BIYIKOGLUE E U ,et al. Achieving the age-energy tradeoff with a finite-battery energy harvesting source[C]// 2018 IEEE International Symposium on Information Theory (ISIT). IEEE, 2018: 876-880.
[55]	ARAFA A , YANG J , ULUKUS S . Age-minimal online policies for energy harvesting sensors with random battery recharges[C]// 2018 IEEE International Conference on Communications (ICC). IEEE, 2018: 1-6.
[56]	WU X , YANG J , WU J . Optimal status update for age of information minimization with an energy harvesting source[J]. IEEE Transactions on Green Communications and Networking, 2018,2(1): 193-204.
[57]	ARAFA A , ULUKUS S . Age minimization in energy harvesting communications:energy-controlled delays[C]// 2017 51st Asilomar Conference on Signals,Systems,and Computers. 2017: 1801-1805.
[58]	BACINOGLU B T , BIYIKOGLU E U . Scheduling status updates to minimize age of information with an energy harvesting sensor[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 1122-1126.
[59]	LI B , ERYILMAZ A , SRIKANT R . On the universality of age-based scheduling in wireless networks[C]// 2015 IEEE Conference on Computer Communications (INFOCOM). IEEE, 2015.
[60]	YIN B , ZHANG S , CHENG Y ,et al. Only those requested count:proactive scheduling policies for minimizing effective age-of- information[C]// 2019 IEEE Conference on Computer Communications. IEEE, 2019: 109-117.
[61]	ZHANG J , WANG C , . On the rate-cost of Gaussian linear control systems with random communication delays[C]// 2018 IEEE International Symposium on Information Theory (ISIT). IEEE, 2018: 2441-2445.
[62]	CHAMPATI J P , MAMDUHI M H , JOHANSSON K H ,et al. Performance characterization using AoI in a single-loop networked control system[C]// 2019 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE, 2019.
[63]	KLüGEL M , MAMDUHI M H , HIRCHE S ,et al. AoI-penalty minimization for networked control systems with packet loss[C]// 2019 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE, 2019.
[64]	JIANG Z , KRISHNAMACHARI B , ZHENG X ,et al. Decentralized status update for age-of-information optimization in wireless multiaccess channels[C]// 2018 IEEE International Symposium on Information Theory (ISIT). IEEE, 2018: 2276-2280.
[65]	JIANG Z , KRISHNAMACHARI B , ZHENG X ,et al. Timely status update in wireless uplinks:analytical solutions with asymptotic optimality[J]. IEEE Internet of Things Journal, 2019,6(2): 3885-3898.
[66]	NATH S , WU J , YANG J . Optimum energy efficiency and age-of-information tradeoff in multicast scheduling[C]// 2018 IEEE International Conference on Communications (ICC). IEEE, 2018: 1-6.
[67]	TRIPATHI V , MOHARIR S . Age of information in multi-source systems[C]// 2017 IEEE Global Telecommunications Conference. IEEE, 2017: 1-6.
[68]	JHUNJHUNWALA P R , MOHARIR S . Age-of-information aware scheduling[C]// 2018 International Conference on Signal Processing and Communications (SPCOM). IEEE, 2018: 222-226.
[69]	PAPPAS N , GUNNARSSON J , KRATZ L ,et al. Age of information of multiple sources with queue management[C]// 2015 IEEE International Conference on Communications (ICC). IEEE, 2015: 5935-5940.
[70]	KOSTA A , PAPPAS N , EPHREMIDES A ,et al. Age of information performance of multiaccess strategies with packet management[J]. Journal of Communications and Networks, 2019,21(3): 244-255.
[71]	TRIPATHI V , MODIANO E . A whittle index approach to minimizing functions of age of information[C]// 2019 57th Annual Allerton Conference on Communication,Control,and Computing (Allerton). 2019: 1160-1167.
[72]	KADOTA I , SINHA A , MODIANO E . Optimizing age of information in wireless networks with throughput constraints[C]// 2018 IEEE Conference on Computer Communications. IEEE, 2018.
[73]	KOSTA A , PAPPAS N , EPHREMIDES A ,et al. Age and value of information:non-linear age case[C]// 2017 IEEE International Symposium on Information Theory (ISIT). IEEE, 2017: 326-330.
[74]	CHEN K , HUANG L . Age-of-information in the presence of error[C]// 2016 IEEE International Symposium on Information Theory (ISIT). IEEE, 2016: 2579-2583.
[75]	DONG Y , CHEN Z , LIU S ,et al. Age of information upon decisions[C]// 2018 IEEE 39th Sarnoff Symposium. IEEE, 2018: 1-5.
[76]	DONG Y , FAN P . Age upon decisions with general arrivals[C]// 2018 IEEE UEMCON. IEEE, 2018: 825-829.
[77]	NAJM E , NASSER R . Age of information:the gamma awakening[C]// 2016 IEEE International Symposium on Information Theory (ISIT). IEEE, 2016: 2574-2578.
[78]	COSTA M , CODREANU M , EPHREMIDES A . On the age of information in status update systems with packet management[J]. IEEE Transactions on Information Theory, 2016,62(4): 1897-1910.
[79]	ARAFA A , ULUKUS S . Age-minimal transmission in energy harvesting two-hop networks[C]// GLOBECOM 2017 IEEE Global Communications Conference. IEEE, 2017: 1-6.
[80]	HU H , XIONG K , ZHANG Y . Age of information in wireless powered networks in low SNR region for future 5G[J]. Entropy, 2018,20(12):948.
[81]	BEDEWY A M , SUN Y , SHROFF N B . The age of information in multihop networks[J]. IEEE/ACM Transactions on Networking, 2019,27(3): 1248-1257.
[82]	FARAZI S , KLEIN A G , BROWN D R . Fundamental bounds on the age of information in multi-hop global status update networks[J]. Journal of Communications and Networks, 2019,21(3): 268-279.
[83]	BEYTUR H B , UYSAL-BIYIKOGLU E , . Minimizing age of information for multiple flows[C]// 2018 IEEE International Black Sea Conference on Communications and Networking (BlackSeaCom). IEEE, 2018: 1-5.
[84]	FARAZI S , KLEIN A G , MCNEILL J A ,et al. On the age of information in multi-source multi-hop wireless status update networks[C]// 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). IEEE, 2018: 1-5.
[85]	YATES R D , . Age of information in a network of preemptive servers[C]// IEEE INFOCOM 2018 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE, 2018: 118-123.
[86]	LU Y , XIONG K , FAN P ,et al. Optimal online transmission policy in wireless powered networks with urgency-aware age of information[C]// 2019 15th International Wireless Communications ＆ Mobile Computing Conference (IWCMC). IEEE, 2019: 1096-1101.
[87]	LIU J , WANG X , BAI B ,et al. Age-optimal trajectory planning for UAV-assisted data collection[C]// IEEE INFOCOM 2018 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE, 2018: 553-558.
[88]	TONG P , LIU J , WANG X ,et al. UAV-enabled age-optimal data collection in wireless sensor networks[C]// 2019 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, 2019: 1-6.
[89]	JIA Z K , QIN X Q , WANG Z J ,et al. Age-based path planning and data acquisition in UAV-assisted IoT networks[C]// 2019 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, 2019: 1-6.
[90]	SORET B , RAVIKANTI S , POPOVSKI P . Latency and timeliness in multi-hop satellite networks[J]. arXiv:1910.12767, 2019
[91]	TALAK R , KARAMAN S , MODIANO E . Minimizing age-of-information in multi-hop wireless networks[C]// 2017 55th Annual Allerton Conference on Communication,Control,and Computing. IEEE, 2017: 486-493.
[92]	MOLTAFET M , LEINONEN M , CODREANU M . On the age of information in multi-source queueing models[J]. arXiv:1911.07029, 2019

Metrics

Recommended 0

No Suggested Reading articles found!

现有研究	网络结构						研究内容及其他设置
	源节点数目		网络跳数			排队管理	调度策略	采样模型
	单源	多源	单跳	两跳	多跳	排队管理	调度策略	采样模型
文献[12-13]	√	—	√	—	—	—	—	√
文献[64-65,70]	—	√	√	—	—	—	√	√
文献[66]	√	—	√	—	—	—	√	—
文献[67-68,71-72]	—	√	√	—	—	—	√	—
文献[69,92]	—	√	√	—	—	√	—	—
文献[73,74,75,76,77,78]	√	—	√	—	—	√	—	√
文献[79-80,86]	√	—	—	√	—	—	—	√
文献[81,90]	√	—	—	—	√	√	—	√
文献[82,84,91]	—	√	—	—	√	—	√	—
文献[59,83]	—	√	√	—	—	—	√	—
文献[85]	√	—	—	—	√	√	—	—
文献[87,88,89]	—	√	—	√	—	—	√	—

Information freshness orientated wireless network design for 6G

RichHTML

PDF下载

Knowledge

Abstract

Cite this article

share this article

Figures/Tables 9

References 92

Related Articles 15

Metrics

Recommended 0

[1]	Jing WU, Sheng LI, Jing ZHANG, Ming XIN, Ruowen TAO, Zhou ZHOU, Lijia PAN, Yi SHI. New flexible sensor for the internet of things [J]. Chinese Journal on Internet of Things, 2023, 7(2): 1-14.
[2]	Guanglei GENG, Bo GAO, Ke XIONG, Pingyi FAN, Yang LU, Yuwei WANG. A survey of federated learning for 6G networks [J]. Chinese Journal on Internet of Things, 2023, 7(2): 50-66.
[3]	Qingyang LI, Xueting LI, Xiaorong ZHU. A joint optimization method of multi backhaul link selection and power allocation in 6G [J]. Chinese Journal on Internet of Things, 2023, 7(2): 67-75.
[4]	Xueqiang YAN, Guanjie CHENG, Shuiguang DENG, Jianjun WU, Lu LU, Mingyu ZHAO, Yan XI, Chao LIU, Weiyuan LI, Lei FENG, Tong ZHANG. Data services and data plane for 6G mobile communication network [J]. Chinese Journal on Internet of Things, 2023, 7(1): 60-72.
[5]	Bin SHEN, Yinbo LI, Xiaowei LIANG. Spectrum access control for cognitive internet of things users based on enhanced weighted centroid localization [J]. Chinese Journal on Internet of Things, 2023, 7(1): 93-108.
[6]	Jun SUN, Shangweikang ZHAO. Energy-saving computation offloading scheme based on Sarsa algorithm in industrial internet of things [J]. Chinese Journal on Internet of Things, 2022, 6(3): 82-90.
[7]	Zaichen ZHANG, Xiaohu YOU, Jian DANG, Liang WU, Bingcheng ZHU, Ji CHEN, Lei WANG. Optical wireless communication and internet of things [J]. Chinese Journal on Internet of Things, 2022, 6(3): 1-13.
[8]	Nuo HUANG, Weijie LIU, Chen GONG. Industrial IoT oriented petahertz communication [J]. Chinese Journal on Internet of Things, 2022, 6(3): 37-46.
[9]	Ning LUAN, Ke XIONG, Yu ZHANG, Ruisi HE, Gang QU, Bo AI. 6G: typical applications, key technologies and challenges [J]. Chinese Journal on Internet of Things, 2022, 6(1): 29-43.
[10]	Wei WANG, Renqian GU, Li3 PENG, Jijun ZHAO, Zhongcheng WEI, Cunxi CHANG. Robust optimization of air based relay for internet of things based on UAV [J]. Chinese Journal on Internet of Things, 2022, 6(1): 101-112.
[11]	Mingjuan WU, Shuyi CHEN, Haitao LIU. Study of international standard ISO/IEC 30144: 2020 applied in intelligent substation auxiliary monitoring [J]. Chinese Journal on Internet of Things, 2022, 6(1): 123-132.
[12]	Hao JIANG, Hongming CHEN, Yilong CAO, Haoyang CUI. Comparison of MIMO based on high capacity LPWAN technology TurMass^TM and LoRa [J]. Chinese Journal on Internet of Things, 2021, 5(4): 54-61.
[13]	Zhongcheng WEI, Xinqiu ZHANG, Bin LIAN, Wei WANG, Jijun ZHAO. A survey on Wi-Fi signal based identification technology [J]. Chinese Journal on Internet of Things, 2021, 5(4): 107-119.
[14]	Yinghai XIE, Yu ZHANG. Electricity meter area identification technology based on channel coding theory [J]. Chinese Journal on Internet of Things, 2021, 5(4): 137-144.
[15]	Yiyang HU, Lina QI. Channel estimation method of massive MIMO-OFDM system based on adaptive compressed sensing [J]. Chinese Journal on Internet of Things, 2021, 5(3): 78-85.