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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

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

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
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