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89 results about "Random subspace method" patented technology

In machine learning the random subspace method, also called attribute bagging or feature bagging, is an ensemble learning method that attempts to reduce the correlation between estimators in an ensemble by training them on random samples of features instead of the entire feature set.

Random access method in (LTE)-A system

The invention relates to the technical field of the random access of wireless communication, in particular to a random access method in a long term evolution (LTE)-A system. The random access method comprises the following steps of: sending random access lead codes to a resident cell base station and a candidate service cell base station by edge user equipment; when random access response is received in a specified time window, sending a MSG 3 message to the corresponding base station; after the edge user equipment sends the MSG 3 message, judging whether a competitive solution message is received within preset time or not by the edge user equipment, if the competitive solution message is received, judging whether an identifier in the competitive solution message is matched with an identifier in the correspondingly-sent MSG 3 or not, and if the competitive solution message is not received, executing the withdrawal process according to the priority level, and issuing an access request to the corresponding base station again; and if the identifier in the competitive solution message is matched with the identifier in the correspondingly-sent MSG 3, sending a hybrid automatic repeat request (HARQ) confirming message to complete the random access. By the method, the success rate of the random access of edge users is improved, and the time delay of the random access is reduced.
Owner:BEIJING UNIV OF POSTS & TELECOMM

Random access method and random access system for terminal in high-speed mobile environment

A random access method and random access system for a terminal in a high-speed mobile environment are provided. Wherein, the method comprises: selecting a random access preamble format according to a preset cell coverage radius target value; judging whether using a restricted set of cyclic shift quantities pre-configured satisfies a requirement of the cell coverage radius target value under the selected random access preamble format; if not satisfying, selecting a cyclic shift quantity which satisfies the requirement of the cell coverage radius target value from a unrestricted set of the cyclic shift quantities pre-configured; and generating a random access signal according to the cyclic shift quantity and a pre-configured mother code, and performing access using the random access signal. Through the above-mentioned technical scheme, the embodiment of the present document provides a more perfect random access method and random access system for a terminal in a high-speed mobile environment.
Owner:ZTE CORP

Random access method, terminal equipment and communication system

The embodiment of the invention provides a random access method, terminal equipment and communication system. The method comprises the steps of determining the current traffic and a traffic threshold value; and determining a random access type according to the relation between the current traffic and the traffic threshold value. According to the method provided by the embodiment of the invention, the terminal equipment can select an appropriate random access type according to the current traffic and the like, thereby avoiding the waste of resources and the delay caused by the situation which is only limited to the type of public enhancement private channels or the type of random access channels, and improving the utilization efficiency of resources.
Owner:HUAWEI TECH CO LTD

Random access method and equipment

Embodiments of the present invention provide a random access method and device, wherein the random access method includes: a user equipment sends a scheduling request to a base station; if the number of times the user equipment sends a scheduling request reaches a predetermined number, the user equipment sends a The base station sends indication information, where the indication information indicates that the reason for the user equipment to initiate random access is that the number of sending scheduling requests reaches a predetermined number of times, so that the base station releases resources allocated for the user equipment. By using the technical solutions provided by the embodiments of the present invention, the UE random access time delay can be reduced.
Owner:HUAWEI TECH CO LTD

Random access method and device based on LTE (long-term evolution) system

ActiveCN102752876AImprove the efficiency of transfer processingReduce consumptionWireless communicationTime domainFrequency spectrum
The embodiment of the application provides a random access method and a random access device based on an LTE (long-term evolution) system. The method comprises the steps of: extracting a time domain signal of a random access channel; carrying out spectrum flitting processing on the time domain signal, wherein the spectrum flitting processing comprises calculating spectrum flitting quantity of the time domain signal according to a recursion formula; the spectrum flitting quantity is a complex number comprising a real part and an imaginary part, and achieving random accessing based on the time domain signal after spectrum flitting processing. The embodiment of the application also provides the random access device based on the LTE system. According to the technical scheme, the resource is saved, and the random access efficiency is improved.
Owner:WUHAN HONGXIN TELECOMM TECH CO LTD

Random access method and device

The present invention provides a random access method and device. The method is used for a station, and comprises the steps of: distributing assigned uplink carriers used when a terminal initiates anassigned type of random access for the terminal; generating carrier configuration information, wherein the carrier configuration information is configured to show the assigned type and the assigned uplink carrier; sending the carrier configuration information to the terminal to allow the terminal to initiate the assigned type of random access on the assigned uplink carrier when the terminal initiates the assigned type of random access. Therefore, the random access method and device can ensure that the different types of random access can initiate corresponding random access on the uplink carrier with good and stable signals so as to avoid high time delay caused by access failure of the random access and improve the success and the rate of the random access.
Owner:BEIJING XIAOMI MOBILE SOFTWARE CO LTD

A random access method and device

The invention discloses a random access method and a random access device, which are used for solving the problems of relatively high signaling overhead and relatively high time delay caused by a random access method in the prior art. In the method, The base station pre-configures an uplink resource for the terminal device to send the random access information. Therefore, the terminal device doesnot need to wait for the base station to send the random access information after returning the random access response. Therefore, the base station can perform random access according to the preamblesequence and the random access information sent by the terminal equipment. and returning a random access response containing the competition solution message to the terminal device, the random accesssuccess of the terminal equipment is notified; Compared with the existing random access method, the waiting time that the terminal equipment must wait for receiving the random access response to sendthe random access information is saved; and the base station also feeds back the feedback competition solution message and the random access response to the terminal equipment, so that the access timeis further saved, and compared with the existing random access process, the process is reduced, the signaling overhead can be reduced, and the time delay is reduced.
Owner:HUAWEI TECH CO LTD

Prioritized random access method, resource allocation method and collision resolution method

A prioritized random access method, a resource allocation method, and a collision resolution method are proposed for wireless communication devices with different priority levels pre-assigned according to their respective service requirements. In the prioritized random access method, different priorities are assigned to connection requirements of wireless communication devices according to their respective service characteristics. Collision resolution mechanisms of the prioritized random access method enable establishing connections of different service requirements such as time strict, delay tolerant, and normal user service. The resource allocation method allows different types of contention accesses have different collision opportunities and connection setup delays, and also enables dynamical adjustment in resource allocation according to practical application requirements, the number of MTC devices and system loading. Thus, resource utilization rate of the overall wireless communication network is enhanced.
Owner:IND TECH RES INST

Random access method for multi-antenna wireless communication system

ActiveCN106060943AMeet the needs of large-scale accessShort delayWireless communicationSystem capacityResource utilization
The invention discloses a random access method for multi-antenna wireless communication system. The method comprises the steps that a multi-antenna base station distributes a section of virtual carrier sub-time slot to each random access terminal with a need in each downlink channel time slot; in the virtual carrier sub-time slot, the base station forms a transmitting beam for each distributed terminal of a next uplink channel time slot, and transmits a virtual carrier signal by using the transmitting beam; and each random access terminal with the need judges whether a chance is provided to access the next uplink channel time slot by monitoring and detecting the virtual carrier signal. According to the method, in the case of not interfering distributed users, the random access terminals with the needs share the uplink channel time slot, and thus the system capacity is improved; compared with the traditional terminal random access method, the method provided by the invention allow each uplink time slot to serve as a random access time slot, so that the quantity of random access time slot resources is greatly increased, the utilization rate of the resources is high, and the time delay of random terminal access is short; the method can meet the large-scale access requirements of mass wireless terminals in future 5G.
Owner:HUAZHONG UNIV OF SCI & TECH

Weak OFDM subcarrier number estimation method based on random resonance

The invention belongs to the field of communication technology, and particularly to a weak OFDM subcarrier number estimation method based on random resonance. The method comprises the steps of settinga sampling frequency, wherein the sampling frequency is N times of a lowest sampling frequency, wherein N is not less than 50; selecting a bistable random resonance system parameter; for aiming at asignal which passes a bistable random resonance system, calculating a cepstrum and/or performing Haar wavelet transformation, and calculating an actual subcarrier number. The method of the invention is based on a cepstrum method and a wavelet improvement method. A random resonance method is used for reinforcing the weak OFDM signal. Compared with a traditional method, the weak OFDM subcarrier number estimation method has advantages of increasing an output peak value, improving detecting performance, reducing signal-to-noise ratio threshold, exerting an advantage on the condition of severe channel environment, improving estimation precision, improving algorithm performance for estimating the number of OFDM signal subcarriers to a relatively high extent, performing certain advantage on the condition of low signal-to-noise ratio, realizing better effectiveness and robustness, and performing an important function for restoring information of the OFDM signal on the condition of low signal-to-noise ratio, etc.
Owner:PLA STRATEGIC SUPPORT FORCE INFORMATION ENG UNIV PLA SSF IEU

Method of predicting terrorist attack based on stochastic subspace

The invention discloses a method for predicting a terrorist attack based on the stochastic subspace. The method comprises a first step of establishing a training set, and maintaining a linear classifier Wt by an online learner; a second step of counting the number z of terrorist attack events happening in a country in the next month of the month in a GTD database; step 3: randomly selecting s groups of feature subsets from overall features of a given terrorist attack data set using a stochastic subspace method and generating s base classifiers in an integrated classification algorithm of a kernel extreme learning machine; a fourth step of putting the S groups of feature subsets into the kernel extreme learning machine for learning to obtain output results; a fifth step of integrating the outputs of the s base classifiers to obtain a final classification result; and a sixth step of performing model application: inputting the value of an independent variable for each record in a test set to obtain the value of a predictive variable, that is, the probability of a terrorist attack event happening in the next month.
Owner:THE 28TH RES INST OF CHINA ELECTRONICS TECH GROUP CORP
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