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75results about How to "Adapt to dynamic changes" patented technology

Decision-making method for large-scale unmanned aerial vehicle (UAV) cluster dynamic confrontation

The invention discloses a decision-making method for large-scale unmanned aerial vehicle (UAV) cluster dynamic confrontation. The method comprises the steps that UAVs conduct situation assessment according to environment information of a battlefield and make multi-UAV cooperation and multi-target distribution decisions with maximizing attack benefits as the target; a cluster motion model based onthe society is established, the UAVs select corresponding behavior rules according to the target distribution result to update the speeds and locations; the UAVs make attack decisions and judge whether distributed targets meet the attack conditions or not, if yes, the UAVs attack the corresponding targets and update the number of weapons and the survival probabilities of the enemy targets, and ifnot, the UAVs judge whether the military operation is ended or not. According to the decision-making method, the UAVs conduct target distribution and negotiation through communication in real time; the cluster motion model is established to achieve updating the speeds and locations of the UAVS; and accordingly, dynamic confrontation between UAV clusters is further realized.
Owner:NANJING UNIV OF AERONAUTICS & ASTRONAUTICS

Distributed buffer memory strategy adaptive switching method based on machine learning and system thereof

The invention relates to a distributed buffer memory strategy adaptive switching method based on machine learning and a system thereof. The method comprise the following steps: carrying out evaluation on each buffer memory strategy based on a reference test, and confirming scene elements influencing buffer memory strategy performance appearance; collecting data set of each buffer memory strategy under different scene elements conditions; training the data set to obtain a buffer memory performance model; and deciding an optimal buffer memory strategy based on buffer memory performance model and on-line monitoring data in cluster environment, and executing buffer memory strategy switching when present buffer memory strategy is inconsistent with the optimal strategy. In the invention, machine learning method is employed to establish the buffer memory performance model which can accurately describes present scene, the model is updated periodically through constructing a performance data warehouse to improve the precision of the model further. Thus the distributed buffer memory strategy adaptive switching method in the invention is adapted to environmental dynamic change well to enhance flexibility and adaptability of buffer memory service.
Owner:山东乾云信息科技集团有限公司

A method for energy saving of media access control layer of wireless mesh network

ActiveCN101193016ARealize on-demand wake-upMake sure to wake up the receiving nodeEnergy efficient ICTPower managementTraffic capacityWireless mesh network
The invention provides an energy-saving method for the medium access control layer in a wireless mesh network, in which all nodes in the network, on the premise of time synchronization, implementing a periodic synchronized awakening handshake operation; for a node requesting for data sending, a brief awakening tone is sent firstly to inform the destination node of the intention of data sending at the moment of awakening handshake, and then a channel access method based on a competition mechanism is used for sending data frames; for a node without data sending request, a brief channel monitoring is performed firstly in order to detect channel activities at the moment of awakening handshake, and if having sensed intention to send data from the node nearby, a receiving state is then kept in order to receive the upcoming data frames, otherwise, turning into sleep mode immediately; and the dynamically changing of load and the bursting flow are adapted by an adaptive awakening handshake mechanism, and the sensitivity of network performance to the setting of 'Awakening Handshake' cycle is reduced thereby. The invention enables all nodes in the network to carry out the on-demand awakening operation in a large extent with little cost, and therefore has a good energy-saving effect.
Owner:SHENYANG INST OF AUTOMATION - CHINESE ACAD OF SCI

Urban expressway on-ramp and main line collaborative signal control system and method

The invention relates to an urban expressway on-ramp and main line collaborative signal control system and method. The system comprises an on-ramp upstream detector, an on-ramp downstream detector, a main line upstream detector, a main line downstream detector, an on-ramp, a main line signal lamp and a processing control center. The processing control center judges whether a main line is blocked or not according to the detection speeds and the time occupation rates of the main line upstream detector and the main line downstream detector, and starts on-ramp and main line collaborative signal control if the main line is blocked. The processing control center confirms a timing plan for control according to flows detected by a ramp detector and the main line and ramp demands. After a period is finished, the processing control center judges whether the main line blockage is finished or not according to the detection speed and the time occupation rate of the main line upstream detector, continues to perform signal control if the blockage occurs and stops signal control if the blockage does not occur. The system releases main line and ramp vehicles in turn in an expressway blockage period through the collaborative signal, changes two orderless conflict flows into an order saturate flow, improves the bottleneck point passing capacity of the main line and greatly improves the convergence safety.
Owner:TONGJI UNIV

Wireless communication method, system and equipment

The invention discloses a wireless communication method which comprises the following steps of: transmitting one or more communication frames between network equipment and terminal equipment, wherein each communication frame comprises a downlink subframe and an uplink subframe, and a guard interval is formed between the downlink subframe and the uplink subframe; and dynamically configuring structures of the downlink subframe and the uplink subframe in each frame in a process of transmitting the one or more communication frames, wherein a dynamically configured downlink subframe at least comprises a leading sequence, a system information channel, a control channel and a downlink transmission channel, and a dynamically configured uplink subframe at least comprises an uplink transmission channel. The invention also discloses a wireless communication system. The frame structure is dynamically configured, so that uplink and downlink wireless transmission resources can be dynamically allocated based on service requirements, and future data service requirements with rich kinds and different characteristics can be well dynamically met.
Owner:BEIJING NUFRONT MOBILE MULTIMEDIA TECH

Wireless Communication System, Network Device, and Terminal Device

Disclosed in present invention is a wireless communication system, comprising: a CAP, for determining a structure of a current physical frame according to scheduled transmission resources, and sending information for indicating the structure of the current physical frame in the current physical frame; and at least one STA communicating with the CAP, for determining the structure of the current physical frame according to the information for indicating the structure of the current physical frame, the length of each physical frame depending on the structure of the current physical frame and being not fixed. Also disclosed are two devices for wireless communication.
Owner:NUFRONT MOBILE COMM TECH

Intersection signal control method based on dynamic steering proportion estimation

The invention discloses an intersection signal control method based on a dynamic steering proportion estimation, and aims at a four phase control intersection. The intersection signal control method based on the dynamic steering proportion estimation includes: establishing a state space model based on Kalman filtering; designing an improved sequence Kalman filtering algorithm to solve an intersection dynamic steering proportion; further establishing a multiple target signal control model which minimizes delay and queuing length and maximizes effective traffic capacity based on the above two steps so as to solve a timing parameter and an evaluation index for a intersection real-time signal. Case researches show that the intersection signal control method based on the dynamic steering proportion estimation has high efficiency and accuracy, and can achieve real-time signal control of the intersection. In allusion to the current situation that a study of combining the dynamic steering proportion estimation with signal control is basically in a blank state, the intersection signal control method based on the dynamic steering proportion estimation has the advantages of being dynamic and timely, high in efficiency, high in accuracy, optimal in multiple targets, used on line and the like.
Owner:BEIJING UNIV OF CIVIL ENG & ARCHITECTURE

Resource scheduling method and resource scheduling device for vehicle communication

The invention provides a resource scheduling method and a resource scheduling device for vehicle communication, wherein the resource scheduling method comprises the following steps of: detecting whether message characteristics of a vehicle communication service are changed or not in a process of transmitting a vehicle communication message based on a configuration parameter for performing semi-static scheduling distributed by a base station; if detecting that the message characteristics of the vehicle communication service are changed, sending the changed message characteristics of the vehicle communication service to the base station through indication signalling; receiving a configuration parameter for performing semi-static scheduling redistributed by the base station according to the changed message characteristics; and continuously transmitting the vehicle communication message based on the re-distributed configuration parameter for performing semi-static scheduling. According to the resource scheduling method and the resource scheduling device for vehicle communication provided by the invention, when the message characteristics of the vehicle communication service carried by a vehicle communication terminal are changed, the base station can know the change in time; therefore, the base station can redistribute a configuration parameter of a SPS to the vehicle communication terminal; and thus, the configuration parameter of the SPS can be suitable for dynamic change of the vehicle communication message in time.
Owner:YULONG COMPUTER TELECOMM SCI (SHENZHEN) CO LTD

Fine grain multi-target passive positioning method on the basis of RFID

The present invention discloses a fine-grain multi-target passive positioning method on the basis of a RFID. The method provided by the invention is able to take the disturbance of multipath information as fingerprint information, and a multi-target positioning method in the prior art remove multipath or neglect multipath information, so that the method provided by the invention is able to realize the calculation of fine grain position, and other methods can only indicate the substantial position of an object. The method provided by the invention is able to accurately perform fine grain multi-target positioning and fill up defects of the multi-target positioning algorithm in the aspect of positioning precision, and has good dynamic adaptability of the environment and low economic cost.
Owner:NORTHWEST UNIV

Passive type moving target locating method on the basis of Doppler frequency shift

The invention provides a passive type moving target locating method on the basis of Doppler frequency shift. The method comprises the specific steps that firstly, a scene is set; secondly, a locating signal is generated; thirdly, the locating signal is located, a locating angle is determined; fourthly, angle information, corresponding to a directive antenna, of three beacons is determined according to sub-channel designators stored by the three beacons, and therefore the position of a moving target is determined. According to the method, the directions, relative to the three beacons, of the target can be determined according to Doppler influence on beacon sending frequency from movement of the moving target, the single moving target can be located in the passive locating scene, little locating equipment, short locating time and low locating cost are used, and the effect of locating the passive type moving target is improved.
Owner:NORTHWEST UNIV(CN)

Single-intersection traffic signal optimization control method

InactiveCN104933872AReduced number of vehicles in total delayed queuesAdapt to dynamic changesControlling traffic signalsTraffic capacityTraffic signal
A single-intersection traffic signal optimization control method is characterized in that a traffic signal control system is established which includes a main control board, a vehicle flow detection and processing module, and an output drive and green conflict detection module; the vehicle flow detection and processing module collects in real time vehicle flow and queuing length information of all directions of an intersection and transmits to the main control board; the main control board calculates an appropriate timing plan in real time according to the vehicle flow and queuing length information of all directions of the intersection, and sends to the output drive and green conflict detection module; and the output drive and green conflict detection module controls light color changes of signal lamps according to the timing plan.
Owner:CHINA CHANGFENG SCI TECH IND GROUPCORP

Wireless sensor network route ant colony algorithm optimization method

The invention discloses a wireless sensor network route ant colony algorithm optimization method. A wireless sensor network route is solved by utilizing an ant colony optimization algorithm, on the basis of improvement and optimization of the basic ant colony algorithm, improvement of parameters in a probability selection formula is carried out, a pheromone regular broadcast mechanism related with the algorithm is introduced, the ant colony algorithm is realized in a special-purpose wireless sensor network operation system TinyOS, the algorithm enables the wireless sensor network route to realize selection of a shortest path as well as network energy consumption balance, a whole network life period is prolonged, and dynamic change of a network structure can be well adapted.
Owner:JIANGSU UNIV

Wireless communication system and device

The invention discloses a wireless communication system, a network device and a terminal device. The network device is used for dynamically configuring the structure and the length of a current communication frame and transmitting frame structure configuration information in the current communication frame, and the terminal device is used for acquiring the structure and the length of the current communication frame according to the frame structure configuration information of the current communication frame. By dynamically configuring the frame structure, different service features and requirements of future rich and varied data services are considered, the flexible variable frame structure simultaneously meeting link adaptation and service requirements is designed for adaptive dynamic resource allocation, and the requirements of devices with different processing capacities can be met. By dynamically configuring the frame length, and control overhead, scheduling overhead and implementation complexity can be reduced.
Owner:BEIJING NUFRONT MOBILE MULTIMEDIA TECH

Multicast transmission method based on virtual distribution net in network

The method comprises: establishing a virtual allocation network for each multicast session in network; the virtual allocation network is composed of the user's host machine participating the multicast session and the selected nodes; said host machine and nodes are connected through virtual link and have unique ID; in the virtual allocation network, when sending service data, the sending host machine sets IP address of receiving host machine as IP address ID of virtual allocation network; each node on the virtual allocation network allocates IP packets until the IP packets are transmitted to all receiving host machine in the virtual allocation network.
Owner:TSINGHUA UNIV

Channel and observation domain combination multi-path restraining method in GPS receiver

The invention provides a channel and observation domain combination multi-path restraining method in a GPS receiver, and belongs to the technical field of satellite navigation. The channel and observation domain combination multi-path restraining method includes the steps of firstly, expanding channel correlator branches of a standard receiver, improving the delay resolution ratio, extending a delay coverage range, then using a multi-path channel to output the characteristics causing distortion of a correlation function, building a multi-path balancer in a receiver channel, estimating multi-path signal components, compensating a multi-path tracking error, and finally using the wavelet-threshold-based filtering algorithm to build a multi-path filter for the receiver observed quantity to restrain the multi-path error in the pseudo-range and carrier phase observed quantity. The channel and observation domain combination multi-path restraining method does not depend on the assumption related to multi-path parameter prior probability distribution to be estimated and can be well suitable for dynamic changes of the multi-path environment, and the multi-path errors in GPS receiver codes, a carrier wave tracking loop and the pseudo-range and carrier phase observed quantity are eliminated through the multi-path processing comprehensive method.
Owner:BEIHANG UNIV

Safety domain control method and system based on virtual network

The invention provides a safety domain control method based on a virtual network. The safety domain control method and system based on the virtual network comprises the steps that a safety domain controller receives a data package head which is based on a virtual exchange standard OVS and is transmitted by an OVS exchanger, wherein the date package head is a data package head of a data package in a data stream flowing into the OVS exchanger; the safety domain controller indicates the OVS exchanger to release the data stream when the safety domain controller confirms that the data stream received by the OVS is a safe data stream according to information carried by the data package head and a preset white list in a safety domain. In addition, the invention further provides a safety domain control system based on the virtual network.
Owner:DAWNING CLOUD COMPUTING TECH CO LTD

RFID-based multi-target passive-type indoor activity identification method

The invention discloses an RFID-based multi-target passive-type indoor activity identification method, which takes perturbation of RFID tag phases caused by human activities as fingerprint information and obtains activity situations of multiple targets by using perturbation of different tag phases caused by activities of many persons. However, current indoor activity identification methods are mainly for a single target, and cannot be applied or lead to big activity identification errors in multi-target indoor scenes. The method of the invention realizes multi-target activity identification without the requirement that targets carry devices, solves the defects of indoor activity identification in terms of target quantity, achieves good dynamic adaptability to the environment, and is low in economic cost.
Owner:NORTHWEST UNIV

Method for realizing online monitoring on energy storage cell safety state

The invention relates to a method for online monitoring of the safety status of an energy storage battery. The method includes the following steps: determining the battery thermal runaway warning temperature; and providing early warning of battery thermal runaway. This method is based on the study of the reaction between the internal materials of the battery and the electrolyte. Through the research results of the temperature of the exothermic reaction between the internal materials of the battery and the electrolyte at different decay stages of the battery, it is possible to determine the temperature of the battery when the battery is in different stages of capacity decay. Out-of-control early warning temperature. Based on this research result, a method of using micro wireless sensors to detect the internal temperature of the battery is used. When the sensor detects the internal temperature of the battery, it is compared with the corresponding early warning value obtained from the research results, thereby realizing the detection of battery thermal Early warning of loss of control.
Owner:STATE GRID CORP OF CHINA +2

Signal capturing method under high-dynamic low signal-to-noise ratio (SNR) environment

The invention provides a signal capturing method under high-dynamic low signal-to-noise ratio (SNR) environment. The method is suitable for a frequency spectrum or frequency-hopping spread system, andcomprises the following steps: S1, decomposing long-time data into N sub-data sections, performing coherent integral on the sub-data sections and the local code with the corresponding length througha correlator to obtain N groups of integral values, wherein N is power of 2; S2, determining K groups of time domain interpolations according to a frequency analysis range of the FFT and the requiredfrequency domain analysis range, performing interpolation operation on N groups of integral values of the correlator on the time domain to acquire K groups of segmented coherent interpolation data foreliminating time domain sequential feature; and S3, performing coherent accumulation on each group of segmented coherent interpolation data to obtain the FFT operation required count form the obtained K groups of data, performing K-times FFT operation according to the accumulation result to obtain the frequency domain information. The resource consumption is greatly reduced through the signal capturing method provided by the invention.
Owner:SHANGHAI SPACEFLIGHT INST OF TT&C & TELECOMM

Adaptive full-chain urban area network signal control optimization method

The invention belongs to the technical field of ITS intelligent traffic systems, and particularly relates to an adaptive full-chain urban area network signal control optimization method. Traffic flow parameters are collected by utilizing a machine vision technology, traffic flow prediction is carried out based on a pre-trained traffic flow prediction algorithm by using obtained data, a microscopic traffic simulation model is constructed according to predicted traffic flow data, an original signal timing scheme and traffic network basic data, and a network-level signal optimization model is constructed. Active optimization is carried out on the network-level signal optimization model by adopting a Bayesian optimization algorithm so as to obtain an optimal signal timing scheme of the target area network. The method has good integration, an inner and outer circulation feedback closed loop is formed, an inner and outer circulation feedback mechanism can achieve interaction of a network signal optimization model and a microscopic traffic simulation model, it can be guaranteed that an optimization result scheme adapts to dynamic changes of the external environment, and then instantaneous dynamic optimization and long-term steady-state optimization are achieved.
Owner:李丹丹

Method for improving system energy efficiency of energy efficiency cooperation base station dormancy mechanism in dense network

The invention discloses a method for improving system energy efficiency of an energy efficiency cooperation base station dormancy mechanism in a dense network. The method comprises the following steps: 1, constructing a system model, in a non-communication peak period, densely disposing network downlink CoMP transmission scenes to obtain SINR<1k> and a data rate r<1k> of a user 1 in a cell k; 2, dividing users into CoMP users and center users, then carrying out dynamic clustering, in a communication off-peak period, selecting priority dormancy base stations, and distributing the users in a dormancy cell to base stations satisfying information rate of the users in the dormancy cell; 3, establishing a power consumption model, obtaining total power Ptotal of a CoMP system, and obtaining additional power consumption PCoMP generated by cooperation base stations in a work process; 4, establishing an optimization problem model with minimum system power consumption; and 5, solving the optimization problem model with the minimum system power consumption, and then according to a solution result, carrying out information communication between each station in a system and the users. According to the invention, the requirements of the users for dynamic change can be met, and the power consumption of the system is quite small.
Owner:XI AN JIAOTONG UNIV

Single beacon locating method based on rotary RSS (received signal strength)

ActiveCN103533641AReduce dependenceReduce manual pre-deployment overheadWireless communicationRSSWireless positioning
The invention provides a single beacon locating method based on rotary RSS (received signal strength). According to the single beacon locating method based on the rotary RSS, the distance and the direction constraint of sending nodes relative to receiving nodes are obtained according to rotary RSS information, collected when a person rotates around a wireless receiving device, of a plurality of sending devices, so that the positions of all sending nodes relative to the receiving nodes are obtained; as long as the absolute positions of the receiving nodes all are known, the absolute positions of all the sending nodes can be obtained. The single beacon locating method based on the rotary RSS, which is disclosed by the invention, does not need to depend on special devices, and is an un-discussed new locating method in the field of wireless location; the location of a plurality of unknown nodes is finished in a single beacon scene, the limitation of a basic trilateral location algorithm to the minimum beacon number is broken through, the dynamic adaptability to the environment is good, and the communication overhead is lower.
Owner:NORTHWEST UNIV(CN)

Method for optimizing artificial fish school in clustering analysis mode

The invention provides a method for optimizing an artificial fish school in a clustering analysis mode, and relates to the method for optimizing the artificial fish school. The method includes a first step of setting an original value of an artificial fish parameter, and calculating the food concentration of a current position by means of an objective function, a second step of executing a food searching module, a tailgating module, a clustering module and the like on each artificial fish according to an execution condition of a fish school module and advancing principles of artificial fishes, a third step of making the state of each artificial fish represent a decision variable and evaluating the optimizing degree of the fishes by means of calculation of the objective function, and a fourth step of choosing an input parameter of a K-center point according to bulletin board information and the position of the fish school and ultimately obtaining clear cluster division. According to the method, an artificial fish school algorithm is improved, optimization of data aggregation is carried out, needed time is reduced, and decision precision is high.
Owner:SHENYANG UNIV

Distributed battlefield electromagnetic environment dynamic simulated building method

The invention proposes a distributed battlefield electromagnetic environment dynamic simulated building method. Before test execution, the stress of a test environment is pre-drilled using a pre-drilling execution mode of a piece of 'unattended timetable' software to get test data meeting requirements, and a simulated electromagnetic environment adapting to dynamic change is constructed. Multiple pieces of equipment are programmed for a long time in a continuous, automatic and distributed manner using a task action type library and a task time sequence of the 'unattended timetable' software, test data of electronic equipment in the process of electromagnetic environment simulation experiment collected on the basis is accurate and valuable, and sufficient reliable basic data can be provided for follow-up information integration, information interaction, analog simulation and information fusion. The method is advantaged in that the method has a high degree of automation control as a whole, can better adapt to the dynamic change of analog electromagnetic signals, and can adapt to the diversity and complexity of test equipment in a simulated electromagnetic environment.
Owner:THE 41ST INST OF CHINA ELECTRONICS TECH GRP

Potential factor-based matrix decomposition completion hybrid recommendation method

ActiveCN111339435AAccurately Predict ScoringAccurately predict recommendationsDigital data information retrievalBuying/selling/leasing transactionsMatrix decompositionAlgorithm
The invention discloses a potential factor-based matrix decomposition completion hybrid recommendation method. The method comprises the steps of 1, constructing a user article scoring matrix, a user potential factor matrix and an article potential factor matrix; 2, calculating and obtaining the similarity between the users and the similarity between the articles; step 3, carrying out matrix decomposition on the user article scoring matrix; carrying out iterative computation on the decomposition matrix to obtain a predicted score of the user on the article; step 4, performing matrix completionon the user article scoring matrix to obtain a prediction scoring matrix and a state value of the corresponding prediction evaluation index; step 5, performing weighting to obtain the prediction scoring matrix and the state value of the corresponding prediction evaluation index; 6, obtaining a final prediction recommendation matrix according to the obtained prediction scoring matrixes and the state values of the prediction evaluation indexes corresponding to the prediction scoring matrixes; and according to the prediction recommendation matrix, finishing recommending articles to the user.
Owner:NANJING UNIV OF POSTS & TELECOMM

Grid index-based dynamic top-k query method

The invention discloses a grid index-based dynamic top-k query method. The method comprises the steps of dividing a data region into a plurality of grid units same in size, wherein each grid unit comprises data falling in the region; establishing a TTI tree index; inserting a grid into the index; from a top trunk node of the TTI index, calculating a k dominating capability of the grid through existing summary information in the grid by left-right traversal, until a judgment unit is found; dividing an influence region and a free region by utilizing the judgment unit; calculating a top-k result set in the influence region; and if the data with changed attribute values falls in the free region, not updating the top-k result set. If the data change occurs in the free region, the top-k result set is re-calculated from the step 3 through data insertion and deletion steps. The method has the beneficial effects that quick increment of a data amount and dynamic change of the data can be adapted; and the query efficiency is high.
Owner:NANJING UNIV OF AERONAUTICS & ASTRONAUTICS

Network interface communication rate matching method and device, equipment and storage medium

ActiveCN110505037AAdapt to dynamic changesJudgment conditions are easy to obtainError preventionDistributed computingThroughput
The invention discloses a network interface communication rate matching method and device, equipment and a storage medium. The method comprises the steps of obtaining parameters of a network interface; calculating a maximum throughput rate currently allowed to be sent by a network interface for receiving the message according to the parameters; calculating a current maximum throughput rate of a sending interface used for sending the message; directly sending a message from a sending interface to a receiving interface or sending the message to the receiving interface in a delayed manner by utilizing a comparison result. The device comprises: an obtaining part for obtaining parameters of a network interface; a first calculation component which is used for calculating the maximum throughput rate currently allowed to be sent by the network interface for receiving the message according to the parameters; a second calculation component which is used for calculating the current maximum throughput rate of a sending interface used for sending the message; a control component which is used for sending the message from the sending interface to the receiving interface directly or in a delayedmode. The method, the device, the equipment and the storage medium can carry out communication rate matching forwarding on network interfaces of different systems and different rates to adapt to dynamic changes of a network.
Owner:ELECTRIC POWER RESEARCH INSTITUTE, CHINA SOUTHERN POWER GRID CO LTD +1

MSWI process dioxin emission prediction method based on multi-window concept drift detection

The invention discloses an MSWI process dioxin emission prediction method based on multi-window concept drift detection, and belongs to the field of urban solid waste incineration. Dioxin (DXN) is a very toxic pollutant discharged in an MSWI (municipal solid waste incineration) process. The actual industrial process adopts a soft measurement model to realize DXN prediction, but the prediction precision of the soft measurement model is reduced due to the time-varying characteristic of the industrial process. The method comprises the following steps: firstly, establishing a random forest (RF) soft measurement model and a principal component analysis (PCA) drift detection model based on historical data; secondly, performing drift detection on the new sample through a multi-window concept drift detection strategy to determine whether the new sample is a drift sample; and finally, performing redundancy removal processing on the drift samples and judging whether the number of the drift samples meets a set threshold value or not, if so, re-training the PCA model and the RF model, and otherwise, continuing to predict a new sample by adopting a historical model. The validity of the method is verified by adopting industrial process data.
Owner:BEIJING UNIV OF TECH

Robot-oriented deep learning model segmentation method under cloud-edge-terminal framework

The invention provides a robot-oriented deep learning model segmentation method under a cloud-edge-terminal framework, and belongs to the field of deep learning and distributed computing. According tothe method, firstly, a deep learning model is modeled into a directed acyclic graph, nodes of the directed acyclic graph represent deep learning model layers, and edges between the nodes represent data transmission between the deep learning model layers. Secondly, values are assigned to the nodes according to the processing time of the model layers on clouds, edges and terminals, and values are assigned to the edges between the nodes according to the transmission time of data between the model layers between the cloud edges, the edge terminals and the cloud terminals. Then, the nodes in the graph are layered by adopting a directed acyclic graph longest distance algorithm, and the nodes are processed layer by layer. For each node in one layer, a heuristic strategy is adopted to perform dynamic segmentation according to the input edge weight and the node weight of the node, the segmented deep learning model is distributed to cloud-edge-terminal computing equipment, and therefore cloud-edge-terminal distributed collaborative reasoning without precision losses is achieved.
Owner:ZHEJIANG LAB
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