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Shaking table test study on performance and functionality of a typical telecommunication room after earthquakes
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作者 Li Bo Guo Endong +5 位作者 Sun Guoliang Ji Shuqiang Mao Chenxi Wang Tao Han Di Li Xiaofei 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2024年第2期455-474,共20页
Large numbers of basic transceiver stations,where the telecommunication room is one of the main components,comprise an important part of the telecommunication system.After earthquakes,considerable economic loss from t... Large numbers of basic transceiver stations,where the telecommunication room is one of the main components,comprise an important part of the telecommunication system.After earthquakes,considerable economic loss from telecommunication systems is often associated with seismic damage and functional loss of the telecommunication room.However,research related to this has been limited.In this study,shaking table tests were conducted for a full-scale typical telecommunication room,including a light-steel house and the necessary communication and power supply equipment.The tests not only focused on the seismic damage to all the structures but also considered the functions of the communication and power supply of the equipment.The interactions between these facilities and their effects on communication function were also investigated.Compared with the damage to structures,the interruption of the power supply due to earthquakes is a weak link.Finally,the damage indexes,together with their threshold values of different damage states for the communication and power supply equipment,were derived from the test results.The results of this research can contribute to the literature gaps regarding seismic performance studies of telecommunication rooms,and can serve as a valuable reference for future research on its seismic fragility and economic losses evaluation. 展开更多
关键词 telecommunication light-steel house communication equipment power supply equipment seismic performance FUNCTIONALITY
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Design of an Interconnection Architecture and Sizing of Two (2) EPC Core Networks: The Case of Orange-Guinea
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作者 Mamadou Sadigou Diallo Kadiatou Aissatou Barry +4 位作者 Amadou Lamarana Bah Mamadou Sanoussy Camara Janvier Fotsing Amadou Barry Amadou Oury Bah 《Journal of Energy and Power Engineering》 CAS 2024年第2期59-70,共12页
With the arrival of the 4G and 5G,the telecommunications networks have experienced a large expansion of these networks.That enabled the integration of many services and adequate flow,thus enabling the operators to res... With the arrival of the 4G and 5G,the telecommunications networks have experienced a large expansion of these networks.That enabled the integration of many services and adequate flow,thus enabling the operators to respond to the growing demand of users.This rapid evolution has given the operators to adapt,their methods to the new technologies that increase.This complexity becomes more important,when these networks include several technologies to access different from the heterogeneous network like in the 4G network.The dimensional new challenges tell the application and the considerable increase in demand for services and the compatibility with existing networks,the management of mobility intercellular of users and it offers a better quality of services.Thus,the proposed solution to meet these new requirements is the sizing of the EPC(Evolved Packet Core)core network to support the 5G access network.For the case of Orange Guinea,this involves setting up an architecture for interconnecting the core networks of Sonfonia and Camayenne.The objectives of our work are of two orders:(1)to propose these solutions and recommendations for the heart network EPC sizing and the deployment to be adopted;(2)supply and architectural interconnection in the heart network EPC and an existing heart network.In our work,the model of traffic in communication that we use to calculate the traffic generated with each technology has link in the network of the heart. 展开更多
关键词 5G network 4G network(EPS(evolved packet system)) 3G network(UMTS:Universal Mobile Telecommunications System) EPC network of the heart architecture dimensional Orange Guinea technology service
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A Precoding Scheme to Reduce the Effect of Channel Correlation for MIMO-PLC System 被引量:2
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作者 Wangbin Cao Hui Kang +2 位作者 Xiaolin Liang Zhiyuan Xie Xiongwen Zhao 《China Communications》 SCIE CSCD 2023年第2期216-225,共10页
MIMO technique can provide higher information throughput and transmission reliability for the PLC system.However,the MIMO-PLC system based on three-conductor cable has a high correlation among its sub-channels.Spatial... MIMO technique can provide higher information throughput and transmission reliability for the PLC system.However,the MIMO-PLC system based on three-conductor cable has a high correlation among its sub-channels.Spatial multiplexing technology will be affected by the spatial correlation between MIMO-PLC sub-channels.To reduce the system bit error rate caused by MIMO-PLC correlation among sub-channels,this paper proposed a phase rotation precoding scheme for the 2×2 closed-loop MIMO-PLC system.According to the channel transfer function of high correlation MIMO-PLC system,the phase rotation precoding matrix F is calculated,and the transmission signal matrix S is modulated with the F,the code distance at the receiving point with smallest code distance is increased by phase rotation.Simulation results show that the scheme can effectively reduce the bit error rate of the 2×2 MIMO-PLC system based on ML detection,and significantly improve the system performance. 展开更多
关键词 carrier transmission on power lines telecommunication cables error correction PRECODING
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Arithmetic Optimization with Deep Learning Enabled Churn Prediction Model for Telecommunication Industries
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作者 Vani Haridasan Kavitha Muthukumaran K.Hariharanath 《Intelligent Automation & Soft Computing》 SCIE 2023年第3期3531-3544,共14页
Customer retention is one of the challenging issues in different business sectors,and variousfirms utilize customer churn prediction(CCP)process to retain existing customers.Because of the direct impact on the company ... Customer retention is one of the challenging issues in different business sectors,and variousfirms utilize customer churn prediction(CCP)process to retain existing customers.Because of the direct impact on the company revenues,particularly in the telecommunication sector,firms are needed to design effective CCP models.The recent advances in machine learning(ML)and deep learning(DL)models enable researchers to introduce accurate CCP models in the telecom-munication sector.CCP can be considered as a classification problem,which aims to classify the customer into churners and non-churners.With this motivation,this article focuses on designing an arithmetic optimization algorithm(AOA)with stacked bidirectional long short-term memory(SBLSTM)model for CCP.The proposed AOA-SBLSTM model intends to proficiently forecast the occurrence of CC in the telecommunication industry.Initially,the AOA-SBLSTM model per-forms pre-processing to transform the original data into a useful format.Besides,the SBLSTM model is employed to categorize data into churners and non-chur-ners.To improve the CCP outcomes of the SBLSTM model,an optimal hyper-parameter tuning process using AOA is developed.A widespread simulation analysis of the AOA-SBLSTM model is tested using a benchmark dataset with 3333 samples and 21 features.The experimental outcomes reported the promising performance of the AOA-SBLSTM model over the recent approaches. 展开更多
关键词 Customer churn prediction business intelligence telecommunication industry decision making deep learning
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CDR2IMG:A Bridge from Text to Image in Telecommunication Fraud Detection
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作者 Zhen Zhen Jian Gao 《Computer Systems Science & Engineering》 SCIE EI 2023年第10期955-973,共19页
Telecommunication fraud has run rampant recently worldwide.However,previous studies depend highly on expert knowledge-based feature engineering to extract behavior information,which cannot adapt to the fastchanging mo... Telecommunication fraud has run rampant recently worldwide.However,previous studies depend highly on expert knowledge-based feature engineering to extract behavior information,which cannot adapt to the fastchanging modes of fraudulent subscribers.Therefore,we propose a new taxonomy that needs no hand-designed features but directly takes raw Call DetailRecords(CDR)data as input for the classifier.Concretely,we proposed a fraud detectionmethod using a convolutional neural network(CNN)by taking CDR data as images and applying computer vision techniques like image augmentation.Comprehensive experiments on the real-world dataset from the 2020 Digital Sichuan Innovation Competition show that our proposed method outperforms the classic methods in many metrics with excellent stability in both the changes of quantity and the balance of samples.Compared with the state-of-the-art method,the proposed method has achieved about 89.98%F1-score and 92.93%AUC,improving 2.97%and 0.48%,respectively.With the augmentation technique,the model’s performance can be further enhanced by a 91.09%F1-score and a 94.49%AUC respectively.Beyond telecommunication fraud detection,our method can also be extended to other text datasets to automatically discover new features in the view of computer vision and its powerful methods. 展开更多
关键词 Telecommunication fraud detection call detail records convolutional neural network
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Research on telecommunication resale service supply chain coordination with revenue-sharing contract 被引量:5
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作者 郑惠莉 达庆利 曹爱红 《Journal of Southeast University(English Edition)》 EI CAS 2004年第1期113-116,共4页
The competition and cooperation between traditional telecom operators and resale operators in the supply chain are discussed, when the telecom industry developed telecommunication resale service. Supply chain contract... The competition and cooperation between traditional telecom operators and resale operators in the supply chain are discussed, when the telecom industry developed telecommunication resale service. Supply chain contract is an effective way to coordinate the supply chain. This paper analyzes the revenue-sharing contract between telecom operators and resale operators. The study shows that by setting up a rational revenue-sharing ratio and wholesale price, a revenue-sharing contract can coordinate this supply chain, and telecom operators and resale operators can achieve a 'win-win' solution. 展开更多
关键词 telecommunication resale service supply chain coordination revenue-sharing contract
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Application of a cost-sensitive method for churn prediction in telecommunication industry 被引量:2
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作者 赵巍 何建敏 +1 位作者 王纯麟 陈金波 《Journal of Southeast University(English Edition)》 EI CAS 2007年第1期135-138,共4页
To deal with the data mining problem of asymmetry misclassification cost, an innovative churn prediction method is proposed based on existing churn prediction research. This method adjusts the misclassification cost b... To deal with the data mining problem of asymmetry misclassification cost, an innovative churn prediction method is proposed based on existing churn prediction research. This method adjusts the misclassification cost based on the C4. 5 decision tree as a baseline classifier, which can obtain the prediction model with a minimum error rate based on the assumption that all misclassifications have the same cost, to realize cost-sensitive learning. Results from customer data of a certain Chinese telecommunication company and the fact that the churners and the non-churners have different misclassification costs demonstrate that by altering the sampling ratio of churners and non-churners, this cost-sensitive learning method can considerably reduce the total misclassification cost produced by traditional classification methods. This method can also play an important role in promoting core competence of Chinese telecommunication industry. 展开更多
关键词 cost-sensitive learning C4. 5 telecommunication industry customer churn
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Doppler shift estimation methods in mobile communication systems 被引量:2
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作者 华惊宇 尤肖虎 《Journal of Southeast University(English Edition)》 EI CAS 2004年第4期405-411,共7页
Several Doppler shift estimators, including mean logarithm envelope difference (MLED) method, auto-correlation function (ACF) method, zero crossing rate (ZCR) method and mean square phase difference (MSPD) method were... Several Doppler shift estimators, including mean logarithm envelope difference (MLED) method, auto-correlation function (ACF) method, zero crossing rate (ZCR) method and mean square phase difference (MSPD) method were discussed and compared. The estimation principle and theoretical estimation bias of these estimators under Rayleigh fading channels were analyzed; furthermore, the Cramer Rao bound (CRB) of Doppler shift estimation was deduced, and a novel modification method based on two-dimensional polynomial fitting was proposed to reduce the Doppler shift estimation bias. We verified our algorithms with the Monte Carlo computer simulation; simulation results showed better variance performance of modified methods than those of the original methods. In addition, the applicable situations of these estimators were discussed. 展开更多
关键词 Error analysis Mobile telecommunication systems Monte Carlo methods POLYNOMIALS Rayleigh fading Signal to noise ratio Two dimensional
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基于可竞争市场理论的电信产业组织形式调整 被引量:1
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作者 张秋红 刘国亮 《商业时代》 北大核心 2010年第35期109-110,共2页
可竞争市场理论是产业组织理论中的重要内容,它对政府管制的政策思路及其措施的影响巨大。本文在对电信网络的构成以及电信产业巨额沉没成本来源的分析的基础上,根据可竞争市场理论的基本思想,提出了一个电信产业组织结构调整的全新理... 可竞争市场理论是产业组织理论中的重要内容,它对政府管制的政策思路及其措施的影响巨大。本文在对电信网络的构成以及电信产业巨额沉没成本来源的分析的基础上,根据可竞争市场理论的基本思想,提出了一个电信产业组织结构调整的全新理论框架。即将电信网络中的物理网络和业务网络分离,物理网络由国家政府经营,业务网络由电信运营商经营。以此降低电信产业的沉没成本,使电信产业真正成为可竞争的产业。 展开更多
关键词 可竞争市场理论 电信产业 产业组织形式 theory based telecommunication industry 业务网络 物理网络 电信网络 沉没成本 组织结构调整 产业组织理论 电信运营商 政府经营 政府管制 政策思路 网络分离 理论框架 基本思想 内容
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Performance analysis of coded OFDM systems using a novel class of LDPC codes
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作者 何善宝 张立 赵春明 《Journal of Southeast University(English Edition)》 EI CAS 2004年第4期401-404,共4页
A new method of constructing regular low-density parity-check (LDPC) codes was proposed. And the novel class of LDPC codes was applied in a coded orthogonal frequency division multiplexing (OFDM) system. This method e... A new method of constructing regular low-density parity-check (LDPC) codes was proposed. And the novel class of LDPC codes was applied in a coded orthogonal frequency division multiplexing (OFDM) system. This method extended the class of LDPC codes which could be constructed from shifted identity matrices. The method could avoid short cycles in Tanner graphs with simple inequation in the construction of shifting identity matrices, which made the girth of Tanner graphs 8. Because of the quasicyclic structure and the inherent block configuration of parity-check matrices, the encoders and the decoders were practically feasible. They were linear-time encodable and decodable. The LDPC codes proposed had various code rates, ranging from low to high. They performed excellently with iterative decoding and demonstrate better performance than other regular LDPC codes in OFDM systems. 展开更多
关键词 Computer simulation Iterative methods Mobile telecommunication systems QUASICRYSTALS Turbo codes
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MAC isolation to realize effective management in public wireless LAN
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作者 陈立全 胡爱群 计文柯 《Journal of Southeast University(English Edition)》 EI CAS 2004年第2期157-161,共5页
This paper describes how to use medium access control (MAC) isolation to enhance management performance in public wireless LAN (PWLAN). To comply with the IEEE 802.11 standards, a scheme to implement MAC isolation in ... This paper describes how to use medium access control (MAC) isolation to enhance management performance in public wireless LAN (PWLAN). To comply with the IEEE 802.11 standards, a scheme to implement MAC isolation in WLAN access points by re-designing the Distribution_Service component of the MAC state machine is proposed. A variable named dotl 1 Isolation is defined to determine whether the MAC level communication between wireless stations in the same BSS is permitted or not. Finally, a design solution based on MPC860 hardware and embedded Linux software for PWLAN access point is specified. The simulation results of MAC isolation for PWLAN show that the proposed scheme is feasible and effective. 展开更多
关键词 Codes (standards) Computer operating systems Computer simulation Network protocols Wireless telecommunication systems
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远程通信与电信——谈telecommunication的译名 被引量:1
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作者 吴同 《科技术语研究》 2003年第3期31-32,共2页
关键词 远程通信 电信 TELECOMMUNICATION 译名 英语
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New Opportunities for Lanthanide Luminescence 被引量:32
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作者 Jean-Claude G. Bünzli Steve Comby Anne-Sophie Chauvin Caroline D. B. Vandevyver 《Journal of Rare Earths》 SCIE EI CAS CSCD 2007年第3期257-274,共18页
Trivalent lanthanide ions display fascinating optical properties. The discovery of the corresponding elements and their first industrial uses were intimately linked to their optical properties. This relationship has b... Trivalent lanthanide ions display fascinating optical properties. The discovery of the corresponding elements and their first industrial uses were intimately linked to their optical properties. This relationship has been kept alive until today when many high-technology applications of lanthanide-containing materials such as energy-saving lighting devices, displays, optical fibers and amplifiers, lasers, responsive luminescent stains for biomedical analyses and in cellulo sensing and imaging, heavily rely on the brilliant and pure-color emission of lanthanide ions. In this review we first outlined the basics of lanthanide luminescence with emphasis on f-f transitions, the sensitization mechanisms, and the assessment of the luminescence efficiency of lanthanide-containing emissive molecular edifices. Emphasis was then put on two fast developing aspects of lanthanide luminescence: materials for telecommunications and light emitting diodes, and biomedical imaging and sensing. Recent advances in NIR-emitting materials for plastic amplifiers and waveguides were described, together with the main solutions brought by researchers to minimize non-radiative deactivation of excited states. The demonstration in 1999 that erbium tris(8-hydroxyquinolinate) displayed a bright green emission suitable for organic light emitting diodes (OLEDs) was followed by realizing that in OLEDs, 25% of the excitation energy leads to singlet states and 75% to triplet states. Since lanthanide ions are good triplet quenchers, they now also play a key role in the development of these lighting devices. Luminescence analyses of biological molecules are among the most sensitive analytical techniques known. The long lifetime of the lanthanide excited states allows time-resolved spectroscopy to be used, suppressing the sample autofluorescence and reaching very low detection limits. Not only visible lanthanide sensors are now ubiquitously provided in medical diagnosis and in cell imaging, but the feasibility of using NIR emission of ions such as YbⅢ is now being tested because of deeper penetration in biological tissues. 展开更多
关键词 lanthanide luminescence SENSITIZATION near infrared telecommunications organic light emitting diode (OLED) time-resolved luminescence in cellulo sensing cell imaging rare earths
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MDL-based root-mean-squared delay spread estimation for MIMO OFDM systems
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作者 徐晓东 井雅 尤肖虎 《Journal of Southeast University(English Edition)》 EI CAS 2004年第4期395-400,共6页
This paper studied the application of minimum description length (MDL) criterion for estimating root-mean-squared (RMS) delay spread (RDS) for MIMO OFDM systems. The analytic relationship between the powers and the co... This paper studied the application of minimum description length (MDL) criterion for estimating root-mean-squared (RMS) delay spread (RDS) for MIMO OFDM systems. The analytic relationship between the powers and the correlation matrix of multipath components established the feasibility of the application of the MDL criterion to RDS estimation. The estimator presented both the estimate of instantaneous RDS and the estimates of noise variance, channel power and SNR of current channel with low computational complexity. Given the powers of the estimated multipath components, the MDL criterion was adopted to acquire the number of paths and the time delays of each path of current channel without making eigendecomposition of the correlation matrix normally required by MDL criterion, following which the noise variance and the power of each path can be estimated. The power delay profile (PDP) and RDS of the current channel were achieved. Simulation results showed that the proposed estimator was insensitive to variance of SNR and robust against frequency-selectivity. 展开更多
关键词 Communication channels (information theory) Delay control systems Fading (radio) Robustness (control systems) Signal processing Wireless telecommunication systems
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Toward Cloud Computing QoS Architecture:Analysis of Cloud Systems and Cloud Services 被引量:20
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作者 Mohammad Hossein Ghahramani MengChu Zhou Chi Tin Hon 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2017年第1期6-18,共13页
Cloud can be defined as a new computing paradigm that provides scalable, on-demand, and virtualized resources for users. In this style of computing, users can access a shared pool of computing resources which are prov... Cloud can be defined as a new computing paradigm that provides scalable, on-demand, and virtualized resources for users. In this style of computing, users can access a shared pool of computing resources which are provisioned with minimal management efforts of users. Yet there are some obstacles and concerns about the use of clouds. Guaranteeing quality of service QoS by service providers can be regarded as one of the main concerns for companies tending to use it. Service provisioning in clouds is based on service level agreements representing a contract negotiated between users and providers. According to this contract, if a provider cannot satisfy its agreed application requirements, it should pay penalties as compensation. In this paper, we intend to carry out a comprehensive survey on the models proposed in literature with respect to the implementation principles to address the QoS guarantee issue. © 2014 Chinese Association of Automation. 展开更多
关键词 Cloud computing Distributed computer systems System of systems Systems engineering Telecommunication services Web services
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Telerehabilitation intervention for type 2 diabetes 被引量:4
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作者 Neslihan Duruturk 《World Journal of Diabetes》 SCIE CAS 2020年第6期218-226,共9页
Diabetes has become an increasingly important health problem worldwide due to its prevalence.Although effective treatments for diabetes management have been developed,many patients have difficulty in achieving their t... Diabetes has become an increasingly important health problem worldwide due to its prevalence.Although effective treatments for diabetes management have been developed,many patients have difficulty in achieving their therapeutic goals.Regular exercise training is suggested to prevent or delay the symptoms and complications of type 2 diabetes along with other medical treatments.It has become necessary to develop new rehabilitation models and practices in order to cope with the changing needs of the population.Treatment models using technology can be effective in disease management.Telerehabilitation may be effective as part of the rehabilitation program in the home environment,especially for patients who are unable to participate in conventional center-based rehabilitation due to transport difficulties or work resumption.Telerehabilitation is defined as the delivery of rehabilitation services via telecommunication technology,including phone,internet,and videoconference communications between the patient and health care provider.It is possible that telerehabilitation may benefit people with type 2 diabetes in similar ways with telemonitoring and interactive health communication systems.Although the applicability of telehealth methods has been proven in previous studies,telerehabi-litation studies in type 2 diabetes are inadequate in the literature.With larger,multicentered randomized controlled studies,established clinical guidelines can be developed that will ultimately improve patient outcomes. 展开更多
关键词 Type 2 diabetes TELEREHABILITATION EXERCISE TELEHEALTH Healthcare TELECOMMUNICATION
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Decoupling Trajectory Tracking for Gliding Reentry Vehicles 被引量:5
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作者 Zixuan Liang Zhang Ren Xingyue Shao 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第1期115-120,共6页
A decoupling trajectory tracking method for gliding reentry vehicles is presented to improve the reliability of the guidance system. Function relations between state variables and control variables are analyzed. To re... A decoupling trajectory tracking method for gliding reentry vehicles is presented to improve the reliability of the guidance system. Function relations between state variables and control variables are analyzed. To reduce the coupling between control channels, the multiple-input multiple-output (MIMO) tracking system is separated into a series of two single-input single-output (SISO) subsystems. Tracking laws for both velocity and altitude are designed based on the sliding mode control (SMC). The decoupling approach is verified by the Monte Carlo simulations, and compared with the linear quadratic regulator (LQR) approach in some specific conditions. Simulation results indicate that the decoupling approach owns a fast convergence speed and a strong anti-interference ability in the trajectory tracking. © 2014 Chinese Association of Automation. 展开更多
关键词 AIRSHIPS Altitude control Channel estimation Hypersonic vehicles Intelligent systems MIMO systems Monte Carlo methods Sliding mode control Telecommunication repeaters Trajectories Vehicles
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A Clustering-tree Topology Control Based on the Energy Forecast for Heterogeneous Wireless Sensor Networks 被引量:7
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作者 Zhen Hong Rui Wang Xile Li 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2016年第1期68-77,共10页
How to design an energy-efficient algorithm to maximize the network lifetime in complicated scenarios is a critical problem for heterogeneous wireless sensor networks (HWSN). In this paper, a clustering-tree topology ... How to design an energy-efficient algorithm to maximize the network lifetime in complicated scenarios is a critical problem for heterogeneous wireless sensor networks (HWSN). In this paper, a clustering-tree topology control algorithm based on the energy forecast (CTEF) is proposed for saving energy and ensuring network load balancing, while considering the link quality, packet loss rate, etc. In CTEF, the average energy of the network is accurately predicted per round (the lifetime of the network is denoted by rounds) in terms of the difference between the ideal and actual average residual energy using central limit theorem and normal distribution mechanism, simultaneously. On this basis, cluster heads are selected by cost function (including the energy, link quality and packet loss rate) and their distance. The non-cluster heads are determined to join the cluster through the energy, distance and link quality. Furthermore, several non-cluster heads in each cluster are chosen as the relay nodes for transmitting data through multi-hop communication to decrease the load of each cluster-head and prolong the lifetime of the network. The simulation results show the efficiency of CTEF. Compared with low-energy adaptive clustering hierarchy (LEACH), energy dissipation forecast and clustering management (EDFCM) and efficient and dynamic clustering scheme (EDCS) protocols, CTEF has longer network lifetime and receives more data packets at base station. © 2014 Chinese Association of Automation. 展开更多
关键词 ALGORITHMS Clustering algorithms Cost functions Energy dissipation Energy efficiency Forecasting Information management Low power electronics Network management Normal distribution Packet loss Quality control Telecommunication networks TOPOLOGY Trees (mathematics)
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Asymmetric Regulation System Fit for Chinese Telecom Market 被引量:2
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作者 Shi Wei Zhao Xuefeng Ma Conghui 《China Communications》 SCIE CSCD 2008年第3期99-103,共5页
After the new round of restructuring of Chinese telecom sector,it's pressing to formulate and implement asymmetric regulation policies so as to shape an effectively competitive market structure in a relatively sho... After the new round of restructuring of Chinese telecom sector,it's pressing to formulate and implement asymmetric regulation policies so as to shape an effectively competitive market structure in a relatively short term.This paper reviewed the asymmetric regulation policies and practices carried out in foreign telecom market,and then according to the specific situations of Chinese telecom market,proposed the principles and corresponding policies for establishing an asymmetric regulation system fit for Chinese telecom market. 展开更多
关键词 telecommunications MARKET structure asymmetry ASYMMETRIC REGULATION EFFECTIVE REGULATION
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Big Data Analytics in Telecommunications: Literature Review and Architecture Recommendations 被引量:6
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作者 Hira Zahid Tariq Mahmood +1 位作者 Ahsan Morshed Timos Sellis 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2020年第1期18-38,共21页
This paper focuses on facilitating state-of-the-art applications of big data analytics(BDA) architectures and infrastructures to telecommunications(telecom) industrial sector.Telecom companies are dealing with terabyt... This paper focuses on facilitating state-of-the-art applications of big data analytics(BDA) architectures and infrastructures to telecommunications(telecom) industrial sector.Telecom companies are dealing with terabytes to petabytes of data on a daily basis. Io T applications in telecom are further contributing to this data deluge. Recent advances in BDA have exposed new opportunities to get actionable insights from telecom big data. These benefits and the fast-changing BDA technology landscape make it important to investigate existing BDA applications to telecom sector. For this, we initially determine published research on BDA applications to telecom through a systematic literature review through which we filter 38 articles and categorize them in frameworks, use cases, literature reviews, white papers and experimental validations. We also discuss the benefits and challenges mentioned in these articles. We find that experiments are all proof of concepts(POC) on a severely limited BDA technology stack(as compared to the available technology stack), i.e.,we did not find any work focusing on full-fledged BDA implementation in an operational telecom environment. To facilitate these applications at research-level, we propose a state-of-the-art lambda architecture for BDA pipeline implementation(called Lambda Tel) based completely on open source BDA technologies and the standard Python language, along with relevant guidelines.We discovered only one research paper which presented a relatively-limited lambda architecture using the proprietary AWS cloud infrastructure. We believe Lambda Tel presents a clear roadmap for telecom industry practitioners to implement and enhance BDA applications in their enterprises. 展开更多
关键词 Big data analytics BDA pipeline BDA technology stack lambda architecture python systematic literature review telecommunications
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