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304 results about "Link adaptation" patented technology

Link adaptation, or adaptive coding and modulation (ACM), is a term used in wireless communications to denote the matching of the modulation, coding and other signal and protocol parameters to the conditions on the radio link (e.g. the pathloss, the interference due to signals coming from other transmitters, the sensitivity of the receiver, the available transmitter power margin, etc.). For example, WiMAX uses a rate adaptation algorithm that adapts the modulation and coding scheme (MCS) according to the quality of the radio channel, and thus the bit rate and robustness of data transmission. The process of link adaptation is a dynamic one and the signal and protocol parameters change as the radio link conditions change—for example in High-Speed Downlink Packet Access (HSDPA) in Universal Mobile Telecommunications System (UMTS) this can take place every 2 ms.

System and Method for Multipath Transmission in Multi-Mode Cellular Networks with Adaptive PHY-Layer Link and Topology Control

A wireless communication method and system enabling dynamic multi-path data transmission and reception across heterogeneous radio access networks. The method includes selecting between sequential, concurrent, or redundant multipath transmission strategies based on real-time measurements of link quality parameters, including signal-to-interference-plus-noise ratio (SINR), reference signal received power (RSRP), delay, and spectrum availability. The system further enables adaptive transmission power control, modulation scheme selection, and carrier configuration based on physical layer feedback, minimizing interference and optimizing spectral efficiency. Peer-to-peer communication between terminals is supported without base station mediation, reducing RAN load. Multi-base station connectivity is enabled, allowing terminals to simultaneously transmit through multiple nodes and aggregate at the core network. The architecture supports real-time topology control, dynamic link adaptation, and transmission parameter adjustment based on physical-layer constraints.
Owner:CHINA ENTROPY CO LTD (AIOT ENTROPY CO LTD)

Dynamic optimization system for AI model training parameters

The invention discloses an AI model training parameter dynamic optimization system, and relates to the technical field of artificial intelligence model training optimization. According to the scheme, by monitoring gradient norms in real time and fusing a frequency weighting mechanism, dynamic gradient self-adaptive cutting is achieved, the limitation of a fixed threshold value is broken through, and the model precision is guaranteed while the batch scale is expanded by 30%; a weight matrix is innovatively decomposed into a low-rank factor matrix, the internal storage is compressed to O (n + m), a strategy perception distillation technology is synchronously combined, a reward signal is dynamically generated by utilizing comparative learning to replace manual preference labeling, and collaborative optimization of parameter lightweight and knowledge migration is realized; aiming at a heterogeneous equipment environment, designing a computing power perception parameter group automatic division mechanism, and reducing communication redundancy by 40% by adopting asynchronous weighted aggregation; and constructing a data-parameter joint adjustment and optimization closed loop, and integrating a real-time data cleaning framework and a parameter normalization module to dynamically adjust the hyperparameters of the optimizer. According to the system, an efficient solution is provided for edge calculation and large model training by using a full-link adaptive architecture.
Owner:HANGZHOU SMART WASTE TECH CO LTD

Power control and link adaptation associated with cross-division duplex (XDD)

Systems, methods, and instrumentalities are described herein regarding power control and link adaptation for cross-division duplex (XDD). A wireless transmit / receive unit (WTRU) may receive a grant associated with transmission of an uplink (UL) signal. The grant may indicate a first set of resource blocks (RBs). The WTRU may determine a frequency gap (FG) between the first set of RBs and a reference RB. The WTRU may adjust one or more transmit (Tx) parameters based on the determined FG. When the determined FG is less than a pre-defined threshold, the WTRU may reduce one or more of a transmit power or a modulation coding scheme (MCS) level associated with transmission of the UL signal scheduled by the grant. The WTRU may transmit the UL signal using the adjusted one or more Tx parameters.
Owner:INTERDIGITAL PATENT HOLDINGS INC

Wireless resource scheduling method and device used in scene that mobile phone is directly connected with satellite

The invention provides a wireless resource scheduling method and device used in a scene in which a mobile phone is directly connected with a satellite, and relates to the technical field of satellite communication, and the method comprises the steps: constructing an electromagnetic map which represents the corresponding relation of a geographic position, a physical resource block and ground interference power in a satellite beam coverage area; link budgeting is carried out on the multiple user terminals in combination with the real-time orbit geometric parameters of the satellite and the electromagnetic map, and the signal to interference plus noise ratio of each user terminal on each physical resource block is predicted; based on the predicted signal to interference plus noise ratio, adopting a proportional fair marginal gain greedy algorithm to allocate an optimal continuous spectrum resource block for each user terminal; on the allocated spectrum resources, optimizing and reallocating the total transmitting power of the satellites by adopting a water injection algorithm; and a final spectrum-power joint scheduling scheme is generated, and subsequent link self-adaption and data transmission are guided. According to the invention, the spectrum efficiency, throughput and connection stability of the system are obviously improved.
Owner:FUDAN UNIVERSITY

Area terminal adaptive communication method and system based on link quality perception

The invention discloses an area terminal adaptive communication method and system based on link quality perception, and relates to the technical field of power area terminal communication by predicting link quality, comprising the following steps: predicting link quality according to multi-dimensional perception data to obtain link quality prediction data; determining a candidate link based on the service-link adaptation rule base, determining a target link according to the link quality prediction data of the candidate link, and performing data transmission through the target link; according to the real-time link quality data of the target link, whether switching is needed or not is judged in combination with the power grid operation state, and if switching is needed, the link priority is calculated to obtain an optimal link, and link switching is carried out; the method can adapt to a complex operation scene of a power grid, improves the link switching efficiency, improves the communication efficiency and communication reliability between the station area terminals, and solves the problem of low communication efficiency caused by poor environmental adaptability and relatively high switching time delay between a communication protocol and a module in an existing station area terminal communication technology.
Owner:浙江八达电子仪表有限公司

Beamforming reporting and link adaptation enhancements for NR multicast service

Methods and systems are disclosed for enhancements to multicast beamforming to support PTM multicast service, concurrent multicast and unicast service, MBS, or group side-link service at the physical layer. A base station or multicast UEs of a wireless communication network may enhance reporting of the channel state information of a link between the base station and the UE and adaptation of the link for multicast beamforming. Enhancements to multicast beamforming may include techniques such as CQI table optimization and SSB-based early CQI reporting, consideration of UE preferences such as the preferred number of retransmissions and frequency-hopping preference for retransmission when designing a time-domain or frequency-domain retransmission scheme common to the multicast UEs, and multi-layer MIMO beamforming for 2-layer multicast transmissions over the horizontal and vertical polarizations and for concurrent multicast and unicast transmissions. The enhancements improve multicast service performance and efficiently allow a UE to gain access to multicast service.
Owner:APPLE INC

Digital representation of user equipment receiver for communication channel adaptation

Certain aspects of the present disclosure provide techniques for simulating a receiver for link adaptation. A method for wireless communications by an apparatus includes obtaining, from an UE, parameters of a UE receiver; determining channel characteristics of a communication channel between the apparatus and the UE based on a measurement of a signal received from the UE; estimating a response of the UE receiver communicating on the communication channel having the channel characteristics based on a digital representation of the UE receiver, wherein the digital representation of the UE receiver is based on the parameters of the UE receiver; determining, based on the estimated response, at least one parameter for communication on the communication channel with the UE; sending, to the UE, an indication of the at least one parameter; and communicating with the UE in accordance with the at least one parameter.
Owner:QUALCOMM INC

Adaptive reconstruction method and system for giant constellation network laser communication link

The invention provides a giant constellation network laser communication link adaptive reconstruction method and system, and relates to the technical field of satellite communication, and the method comprises the steps: calculating link parameters through collecting satellite node positions and track information, generating a resource state matrix, executing interference analysis to determine an interference level, and generating a reconstruction priority list; and performing adaptive reconstruction on the target link by using deep reinforcement learning. Interference between satellites can be reduced, the network communication quality is improved, the energy utilization efficiency is optimized, and the communication reliability and stability of the constellation network are enhanced.
Owner:ZKICME SUZHOU MICROELECTRONICS CO LTD

Method and network node for link adaptation

The invention relates to a method for performing a link adaptation in an uplink transmission between a user equipment, UE, and a network node in a telecommunication network, the method comprising:obtaining a first value of a Modulation and Coding Scheme, MCS, for a future transmission at transmission time interval k in the uplink transmission, the first value of MCS being determined on the basis of a Signal to Interference and Noise Ratio, SINR, estimated by the network node for the future transmission at transmission time interval k; andpredicting a second value of the MCS for the future transmission at transmission time k by using a Q-learning process having as input the first value of MCS, first data indicating whether the future transmission at transmission time k is a first transmission or a retransmission, and second data indicating whether a feedback acknowledgement, ACK / NACK, of a transmission that took place at transmission time interval k−1 is equal to ACK or NACK.
Owner:TELEFONAKTIEBOLAGET LM ERICSSON (PUBL)

Link adaptation control

The present specification defines a link adaptation control subfield applicable to a next-generation wireless LAN system including an EHT specification. According to an embodiment described in the present specification, the link adaptation control subfield may include a PS160 subfield. According to another embodiment described in the present specification, the link adaptation control subfield may include a 1-bit MRQ / uplink TB PPDU MFB subfield.
Owner:LG ELECTRONICS INC

Devices, methods, apparatuses, and computer readable media for fronthaul

Disclosed are devices, methods, apparatuses, and computer readable media for fronthaul. An example apparatus for a scheduler may include at least one processor and at least one memory. The at least one memory may store instructions that, when executed by the at least one processor, may cause the apparatus at least to: monitor a feedback notifying a status of congestion in fronthaul; and perform at least one of the following: adjusting link adaptation, or adjusting radio resource allocations with a radio resource limit which restricts an amount of radio resources available per a time interval for a given cell or a group of cells.
Owner:NOKIA SOLUTIONS & NETWORKS OY

Link self-adaption method for multimode communication system

The invention relates to a link self-adaption method for a multimode communication system, which comprises the following steps of: defining a priority list of a waveform, and defining a signal quality evaluation standard of each waveform; according to the waveform priority list, the real-time signal quality of each waveform is monitored in sequence, if it is monitored that the signal quality of any waveform exceeds a preset good signal quality threshold value, the waveform is determined to be the optimal waveform, and otherwise, the current signal quality of the waveform is recorded; if all the waveforms cannot meet the standard of good signal quality, selecting the waveform with the minimum difference as the optimal waveform; the priority list and threshold criteria are dynamically adjusted according to system, user feedback to improve the accuracy and efficiency of future decisions. The problems of insufficient judgment basis and single condition in the multimode waveform switching technology are solved, the resources can be effectively managed and allocated, the waveform with better signal quality is preferentially processed, the response speed and efficiency of the whole system are improved, and the optimal performance is maintained.
Owner:EAST CHINA INST OF COMPUTING TECH

Beam selection refinement for wireless communication in static conditions

This application describes systems and processes for beam selection performance refinement in static conditions of wireless devices (e.g., user equipment UE). A data processing system of the UE is configured to perform a beam scan for testing multiple high gain candidate beams on a physical downlink shared channel (PDSCH) and link adaptation (LA) channel state information reference signal (LA-CSI-RS) while the UE is not moving and the data processing system of the UE determines that the channel is stable. The data processing system is configured to refine a given beam choice based on a determined capacity of the beams (e.g., from PDSCH signaling and / or LA-CSI-RS signals) to optimize data throughput.
Owner:APPLE INC

Intelligent fault diagnosis method and system for server mainboard and storage medium

The invention relates to the technical field of server hardware fault diagnosis, in particular to an intelligent fault diagnosis method and system for a server mainboard and a storage medium. The method comprises the following steps: configuring monitoring parameters in a bus link controller of a server mainboard, and setting an undisturbed sampling window as a training sequence time period and an idle symbol time period in a bus physical layer data transmission process; periodically reading a link adaptive equalization parameter, an error count value and symbol arrival time through a bus link controller register, and simultaneously collecting a temperature parameter and a voltage parameter at the current moment; and combining the link adaptive equalization parameter, the error count value, the symbol arrival time, the temperature parameter and the voltage parameter at the same sampling moment as a signal quality vector at the moment. According to the method, two data transmission-free windows of the training sequence time period and the idle symbol time period are identified and utilized, so that the monitoring operation and the service data are staggered, and the sampling operation is ensured not to interfere with normal data transmission.
Owner:SHENZHEN ZHURONGSHEN INFORMATION SECURITY MANAGEMENT CO LTD

Eddy current data compression transmission optimization method

The invention discloses an eddy current data compression transmission optimization method, relates to the technical field of data compression transmission, and solves the technical problems that a compression algorithm lacks scenario adaptation and data transmission lacks priority and link adaptation. Scene demand-algorithm characteristic accurate matching is achieved, compressed data overall reconstruction errors and defect area reconstruction errors are reduced, delay and compression ratio requirements of different scenes are met, data priorities are judged in a multi-dimensional mode, it is ensured that defect data acquisition resources are inclined, key information is prevented from being lost, and the method is suitable for large-scale popularization and application. A transmission protocol is optimized for a short / medium / long distance scene, the protocol adaptability and the transmission efficiency are improved, a transmission scene-link state-data priority three-dimensional linkage transmission strategy is constructed, the bandwidth occupation proportion is dynamically adjusted, core data are preferentially transmitted when links are congested, and resources are fully utilized when the links are idle.
Owner:SHANGHAI ANRUO ELECTRONICS TECH CO LTD

Link adaptation protocol in a wireless local area network (WLAN)

This disclosure provides systems, methods, and apparatus, including computer programs encoded on computer-readable media, for a link adaptation protocol in a wireless local area network (WLAN). In one aspect, the link adaptation protocol may be used to select a transmission rate option (such as a modulation and coding scheme (MCS)) for communications from a first WLAN device to a second WLAN device based on wireless channel conditions. This disclosure includes several example message sequences for the link adaptation protocol which can accommodate a variety of uplink or downlink data transmission designs, including single user (SU) and multi-user (MU) transmissions. The example message sequences may be used with orthogonal frequency division multiple access (OFDMA), multiple-input-multiple-output (MIMO), and beamformed transmissions.
Owner:QUALCOMM INC

Event flow assisted link self-adaption method and system for Internet of Vehicles

The invention discloses an event flow assisted link self-adaption method and system oriented to the Internet of Vehicles, and belongs to the field of link self-adaption of the Internet of Vehicles, and the method comprises the steps: obtaining event flow data; inputting the event stream data into the trained depth estimation model to obtain the environment depth under the current time step; calculating the distance between the base station and the user equipment based on the event stream data and the environment depth under the current time step; and based on the distance between the base station and the user equipment, estimating a channel state and calculating a coding rate under the current time step so as to complete link self-adaption. According to the invention, dynamic sensing of the distance between the BS and the UE is realized by using the space-time correlation of the event stream, the time delay defect of a traditional feedback mechanism is overcome, the problem of inaccurate channel acquisition caused by traditional outdated feedback information is solved through visual information, the model calculation complexity is reduced, the coding rate performance is improved, and the spectrum efficiency is further improved.
Owner:WUHAN UNIV

Method and device for sending and receiving CSI report, and storage medium

The embodiment of the invention provides a CSI report sending method and device, a CSI report receiving method and device and a storage medium. The sending method comprises the following steps: receiving configuration information and first information sent by network equipment; sending a CSI report to the network device based on the configuration information and the first information; wherein the configuration information comprises CSI reporting sub-configuration, triggering state configuration, and an association relationship between the triggering state configuration and the CSI reporting sub-configuration; the first information is used for triggering part or all of the CSI reporting sub-configurations. According to the invention, part or all of the CSI reporting sub-configurations configured at the network side are triggered through the first information, and the CSI reporting configuration with a plurality of sub-configurations is supported, so that when different TXRUs are turned off and turned on, the change of a channel state caused by the change of an antenna pattern is well reflected, better link self-adaption and better transmission performance are realized, and the user experience is improved. And the balance between the network energy consumption and the network performance is achieved.
Owner:DATANG MOBILE COMM EQUIP CO LTD

Multi-node sensor communication link cooperative scheduling method and system based on star flash

The invention discloses a multi-node sensor communication link cooperative scheduling method and system based on star flash, and relates to the technical field of new-generation wireless communication and sensors. The method comprises the following steps: constructing a star flash sensor data reporting system; calculating a node valid data volume based on parameters such as sensor types and channel numbers; estimating transmission time and distributing time slots in combination with a star flash frame structure; transmission parameters are dynamically adjusted through a real-time link quality perception and prediction model, and a data priority and preemption mechanism is supported; issuing a scheduling strategy by using the JSON configuration file; and the nodes communicate according to configuration and realize fault self-diagnosis and self-healing. The system comprises a star flash management node, a sensor node and an embedded cooperative scheduling engine. According to the method, multi-node cooperative scheduling, link adaptive optimization and system autonomous recovery are realized, and the communication reliability, the channel utilization rate and the system robustness are remarkably improved.
Owner:BEIJING AEROSPACE WANYUAN TECH CO LTD

Method and apparatus for a link adaptation in NTN communication system

The disclosure relates to a 5G or 6G communication system for supporting higher data rates. The disclosure provides a method performed by a base station of an NTN. The method includes: transmitting, to a terminal, a first PDSCH in first slots, wherein the first slots include at least one slot where the first PDSCH is scheduled without HARQ feedback; receiving, from the terminal, channel quality information and feedback information, wherein the feedback information includes HARQ feedback information and RLC status information associated with a transmission of the first PDSCH in the at least one slot; predicting a MCS and a repetition number for a second PDSCH, based on the information associated with the channel quality information and the feedback information; transmitting, to the terminal, information on the MCS and information on the repetition number; and transmitting, to the terminal, the second PDSCH in second slots.
Owner:SAMSUNG ELECTRONICS CO LTD

EVTOL aircraft ground control device based on multi-link adaptation and response mechanism

The invention discloses an eVTOL aircraft ground control device based on a multi-link adaptation and response mechanism, and belongs to the technical field of eVTOL aircraft communication and control. The device comprises an instruction distribution module, a multi-link management module, a frame construction module and an error control module. The instruction distribution module is responsible for cooperating with eVTOL aircraft information to send a corresponding flight control instruction according to an actual condition; the multi-link management module evaluates a plurality of communication links (including a main link, a standby link and an emergency link) in real time and is used for sending different instructions; the frame construction module constructs an extended interactive data frame based on the MAVLink protocol, and the data frame comprises a plurality of control fields for control; the device also has an error control mechanism, and a closed-loop control system is completed through the mechanism. Through the method, the instruction reliability of the ground control station in a complex communication environment and the stability of an eVTOL aircraft system can be effectively improved.
Owner:CHONGQING UNIV OF POSTS & TELECOMM

Dynamic data secure transmission and processing channel construction device and method based on zero trust

The invention provides a zero-trust-based dynamic data secure transmission and processing channel construction device and method, and the method comprises the steps: S1, collecting to-be-transmitted data, and classifying the data to obtain a data classification result; s2, based on the data classification result, the user identity information and the environmental risk information, a dynamic security policy is generated, and the dynamic security policy comprises an encryption algorithm selection rule, a trust evaluation threshold and a data operation authority policy; according to the invention, the fine-grained security policy is generated and continuously adjusted by dynamically sensing the data sensitivity and the real-time trust state, so that the full-link self-adaptive security protection from transmission to processing is realized; according to the method, the security multi-party calculation is seamlessly integrated in a high-sensitivity scene, so that the end-to-end security and privacy protection level of data in a cross-domain and multi-participant environment are remarkably improved while the data mobility is guaranteed, and the problem that a traditional static security mechanism is difficult to adapt to dynamic risks is effectively solved.
Owner:姚远

Enhanced Link Adaptation Method, Communication Device, and System for Unequal Quadrature Amplitude Modulation

An enhanced link adaptation (eELA) method includes receiving, by a responding device from a requesting device, a physical layer protocol data unit (PPDU) including an eELA request message, determining, by the responding device, an eELA feedback message comprising unequal quadrature amplitude modulation (UEQM) information across a plurality of spatial streams based on at least the number of spatial streams derived from the eELA request message or the PPDU, and transmitting, from the responding device to the requesting device, the eELA feedback message. The UEQM information indicates an effective Signal-to-Noise Ratio (SNR) per spatial stream or a derivative of the effective SNR per spatial stream.
Owner:MEDIATEK INC

Low-complexity artificial intelligence-based channel link adaptation

A method for low-complexity artificial intelligence-based channel link adaptation includes converting, by a device including a processor, a first vector of signal quality values corresponding to respective frequency subcarriers utilized by a cell of a communication network into a second vector of model input parameters. The first vector has a first size that is smaller than a second size of the second vector. The method further includes selecting, by the device, a modulation and coding scheme based on applying the second vector to a machine learning model. The method additionally includes facilitating, by the device, conducting a transmission from the cell using the modulation and coding scheme, resulting in the transmission having a first throughput that is higher than a second throughput associated with the cell before the facilitating.
Owner:DELL PROD LP

Link adaptation control for extremely high throughput systems

The application relates to link adaptation for extremely high throughput (EHT) systems. Various approaches are provided to enable transmission of link adaptation parameters for single-user multiple input multiple output (SU-MIMO), and multi-user multiple input multiple output MU-MIMO. In some embodiments, two control IDs in the A-control subfield are used, one for SU-MIMO and one for MU-MIMO. These can both be reserved control IDs, or a combination of a reserved control ID and control ID 2 normally used for HE link adaptation. In some embodiments, a single control ID in the A-control subfield is used. This can be a reserved control ID or control ID 2 normally used for HE link adaptation.
Owner:HUAWEI TECH CO LTD

Method and apparatus for obtaining channel information for improving link adaptation in wireless communication system

The disclosure relates to a 5G or 6G communication system for supporting a higher data transfer rate than a 4G communication system such as LTE. A method of a terminal in a wireless communication system includes receiving, from a base station, a reference signal to be used for measuring channel information for each of at least one slot, including a demodulation reference signal (DMRS) related to reception of a physical downlink shared channel (PDSCH), measuring channel information including an interference amount for each of the at least one slot, based on the reference signal, obtaining slot-related channel information, based on the measured channel information for each of the at least one slot, and transmitting the obtained slot-related channel information to the base station. In the method the slot-related channel information is used to determine a modulation and coding scheme (MCS) level for each of at least one slot group.
Owner:SAMSUNG ELECTRONICS CO LTD

NTN scene physical shared channel link self-adaption method

The invention belongs to the technical field of wireless communication, and discloses an NTN scene physical shared channel link self-adaption method, which comprises an uplink physical shared channel link self-adaption process and a downlink physical shared channel link self-adaption process. The invention provides a physical shared channel link self-adaption method suitable for an NTN scene. According to the method, the LOS path link budget and the channel measurement value are innovatively combined to carry out inner ring maintenance, meanwhile, the RLC state report is utilized to carry out outer ring maintenance, and the uplink and downlink physical shared channel transmission performance under the NTN scene is greatly improved. According to the method, link adaptive processes are respectively designed for an uplink and a downlink, a theoretical signal-to-noise ratio is estimated through an LOS path link budget formula, calibration is performed by using a channel measurement value, and an accurate inner ring value is generated. According to the innovation, the LOS path signal stability characteristic of the NTN scene is utilized, the problem of performance loss caused by the fact that an existing ground inner ring technology is too conservative in the NTN scene is solved, and the transmission performance is optimized by predicting the inner ring value at the scheduling moment.
Owner:CHENGDU TONGSUAN INTEGRATED TECHNOLOGY CO LTD

Dynamic resource management and link adaptation based on a machine learning model

The present disclosure provides techniques for dynamic resource management and link adaptation in wireless communication systems. An access point (AR) trains a machine learning (ML) model using a historical dataset. The AR collects real-time input data that indicate characteristics of a link established between the AR and a station (STA) for wireless communication. The AR applies the ML model to the real-time input data to predict one or more network demand values for the link. Based on the one or more predicted network demand values and the real-time input data, the AR determines one or more adjustments to transmission settings of the link. The AR applies the one or more adjustments to the wireless communication with the STA.
Owner:CISCO TECHNOLOGY INC

Systems and Methods for Low Latency Transmission and Digital Link Adaptation

Systems and methods for intelligent re-drivers capable of link monitoring and link training in accordance with embodiments of the invention are illustrated. A re-driver in accordance with a first embodiment includes a programmable linear equalizer capable of equalizing a transmitted analog signal to generate an equalized signal, and a variable gain amplifier capable of amplifying the equalized signal to produce an amplified signal. The re-driver further includes a line driver capable of generating an output signal based upon the amplified signal, and digital link adaptation circuitry that is capable of sampling the amplified signal to produce a sampled signal, generating programming parameters for the programmable linear equalizer based upon the sampled signal, and programming the programmable linear equalizer.
Owner:TERASIGNAL CORP

Multi-network multi-granularity resource optimization method based on federal deep reinforcement learning

The invention discloses a multi-network multi-granularity resource optimization method based on federal deep reinforcement learning, and belongs to the technical field of edge computing and artificial intelligence, and the method comprises the steps: a mobile device senses a local resource state, and maps the local resource state into a structured state vector through a multi-granularity resource mapping module; local FDRL training and global prompt vector generation are carried out; performing pruning optimization on the local FDRL training model, and realizing asynchronous uploading by the multiple heterogeneous hybrid network modules based on a heterogeneous link adaptation mechanism; performing global model aggregation, prompting distillation and joint optimization; and strategy return and iterative closed-loop restarting are carried out. According to the invention, a three-level and multi-granularity state modeling method is introduced to enhance the expression ability; an off-line track guiding mechanism is introduced to realize rapid convergence in a strategy cold start stage; generating acceleration strategy convergence by adopting experience-first sampling + prompt; the uploading overhead is reduced by pruning a local FDRL training model, and the transmission efficiency and robustness are improved by adopting a heterogeneous link adaptation mechanism.
Owner:HEFEI UNIV +1