141 results about "Automatic tuning" patented technology

The invention discloses a method for carrying out data cleaning decision making and automatic tuning by using AI workflow, and relates to the technical field of data processing, the method comprises the following steps: obtaining original data from various heterogeneous data sources, and generating a correlation table and a result through field extraction, structure analysis and language attribute recognition; based on this, storage and task generation are performed, and standardized data and task queue information are output; identifying a quality problem through feature analysis, defining a target and constructing a cleaning task atlas, and generating cleaning metadata through preliminary screening and marking; and an AI cleaning workflow containing multiple strategy paths is constructed and optimized, after execution, a downstream feedback evaluation effect is combined and adjustment is carried out, and finally a multi-version cleaning result is integrated and output. According to the method, the adaptation capability to different types of data sources is effectively improved, the dependence on a static preset strategy is reduced, the manual intervention requirement is reduced, the tuning efficiency is improved, and the systematicness and normalization of data cleaning are enhanced.

The invention discloses an earphone sound effect personalized balanced automatic tuning method and system, and particularly relates to the technical field of earphone tuning, and the method comprises the steps: collecting the hearing feature data of a user in an initialization stage, constructing an individual compensation baseline, and carrying out the self-tuning of the earphone sound effect; solidifying a safety boundary containing the maximum allowable gain, the maximum output, the compression parameter upper limit and the parameter change rate upper limit as a hard constraint; in daily use, multi-source data is collected by taking a wearing session as granularity, the comprehensive quantity of comfort evidence is calculated, and a comfort label sequence is generated; based on the scene feature sequence, the comfort level label and the current parameter, constructing an individualized discomfort risk model, performing multi-objective decision making by combining the definition income, the comfort level risk cost and the security boundary hard constraint, and outputting an updated parameter set; smooth taking-into-effect and safe output of parameters are achieved through gradual issuing and protection state control, and evolution updating and version backspacing are carried out based on long-term logs.

The invention relates to a high-voltage transformer series resonance withstand voltage test system and an automatic tuning method, and relates to the technical field of high-voltage electrical equipment testing, and the system comprises a control module, a signal generator, a resonance circuit, a data acquisition module and a safety protection unit. The method comprises the following steps: initializing system parameters; automatically searching and locking an optimal resonant frequency point; executing a withstand voltage test at the resonance point and monitoring data; and automatically analyzing data and judging performance. According to the invention, through full-closed-loop automatic control, rapid and accurate locking of the resonant frequency and intellectualization of the test process are realized, and the problems of low efficiency, poor precision and insufficient safety of a traditional method are effectively solved. The device has the outstanding advantages of high adaptive capacity, reliable test result and safety and convenience in operation, and is particularly suitable for high-efficiency and accurate standardized test on the insulating properties of various high-voltage transformers in an electric power system.

This invention provides an automatic tuner for a loop antenna used in shortwave communication, belonging to the field of shortwave communication technology. This tuner aims to solve the problems of existing automatic tuners for loop antennas, such as difficulty in balancing versatility and high power performance, and poor high-voltage withstand capability. The tuner includes: a matching circuit, which includes couplers for shunting forward and reverse radio frequency signals; a tuning actuator, which includes an oil-immersed variable capacitor and a drive mechanism; and a main control circuit. Based on the signal shunted by the coupler, the main control circuit autonomously calculates the standing wave ratio (VSWR) and generates a control signal to control the matching circuit and tuning actuator independently of the radio transceiver, thus completing automatic tuning. This invention improves voltage withstand and power handling capability by using an oil-immersed variable capacitor, and achieves universal tuning through the autonomous control of the main control circuit, overcoming the shortcomings of existing technologies and offering the advantages of high power, high reliability, and strong versatility.

In automatic tuning of a servo amplifier for servo control of a motor, the automatic tuning can be performed regardless of the size of a load connected to the motor, and control parameters of a position command filter can also be optimized. Before tuning of a gain of the servo amplifier is performed, the following processes are executed: a process (103) of estimating an inertia ratio related to the motor, based on a response of the motor when the motor is driven at a speed slower than a speed used at the time of the gain tuning; and an initial value decision process (104) of deciding initial values of the control parameters of the position command filter at the time of the automatic tuning, based on the inertia ratio.

The utility model provides an automatic tunable middle wave sky tuning system adapting to complex environment, including transmitting system, excitation source, signal switching system, radio frequency sampling system, impedance sampling system, middle wave sky tuning network, middle wave antenna and automatic tuning system. The utility model discloses an automatic tunable middle wave sky tuning system adapting to complex environment reduces the signal attenuation between the machine room and the sky tuning room, reduces the influence (such as electromagnetic interference, temperature and humidity change) of environmental factors to the tuning accuracy simultaneously, adapts to complex environment, and automatically tunes the out-of-tune middle wave sky tuning network under complex environment, realizes the sky tuning system adaptation again, reaches the reliability of middle wave sky tuning system power transmission, and ensures the reliable operation of transmitting system.

Embodiments for automatically tuning a heterogeneous wireless network are disclosed herein. In one example, performance data is received for a plurality of wireless networks. The wireless network is based on multiple wireless technologies and the performance data is based on multiple layers of a wireless technology protocol stack. One or more configuration settings to be adjusted for the one or more wireless networks are determined using the performance data. The determined configuration setting (s) is then adjusted.

This invention discloses an automated tuning method and system for large language model service configurations, belonging to the fields of artificial intelligence and cloud computing technology. The invention includes an offline analysis module for performance profiling of the large language model (LLM) service system under a finite configuration set and for collecting training data; an online search module for exploring and evaluating the performance of different configurations in the configuration space based on a Monte Carlo tree search algorithm; and a simulator module for receiving the configurations generated by the online search module and predicting the performance metrics of the configurations under a target workload based on a logical step simulation model. This invention effectively solves the problems of low search efficiency and poor performance of existing automatic tuning methods in existing large language model service frameworks (such as vLLM, SGLang, etc.) due to the huge number of configuration parameters (reaching a petabyte-scale search space) and the complex dependencies and mutual exclusion relationships between parameters.

The application discloses a hydraulic multi-way valve combined assembly synchronous tightening device and an assembly control method thereof, relates to the technical field of hydraulic part assembly, and comprises a tightening mechanism, a sliding mechanism, an assembly platform and a control system. The method is characterized in that an inclined mechanism is arranged to switch the inclination of the assembly platform, and the tightening shaft is used to tighten the nut on the screw rod of the valve group. When the tightening is unqualified, an audible and visual alarm unit is used for alarm. The method comprises the steps of S1, pre-adjustment of the equipment; S2, valve piece assembly; S3, combined assembly and tightening; and S4, jacking and transfer. The method realizes the automation of valve body combined assembly and tightening, controls the tightening shafts of each group synchronously or individually through the tightening controller, collects and analyzes data, detects the qualified valve body assembly, and automatically adjusts, so that the method can meet the use of the assembly of various types of piece type multi-way valves. The anti-following rotation mechanism is integrated to prevent the nut from following rotation. The inclined mechanism is arranged to realize the inclination and horizontal switching of the assembly platform, so that the valve piece is convenient to install.

This application belongs to the technical field of glass fiber drawing machines, specifically relating to a drawing machine head capable of automatically adjusting online to avoid the resonance zone during fiber drawing, and its control method. It includes three solutions: face-to-face tapered inward adjustment, back-to-back tapered outward adjustment, and a rear-end disc pneumatic mechanism. The face-to-face tapered inward adjustment solution uses bidirectional air inflation of the front and rear cone sleeves to press the vibration damping components inward; the back-to-back tapered outward adjustment solution forms a sealed cavity between the front and rear cone sleeves, and uses single-path air inflation in the middle to push the two cone sleeves outward against the symmetrically arranged, stepped vibration damping components; the rear-end disc pneumatic mechanism arranges vibration damping components on the circumference of the bearing seat, and adjusts the resonance range through air inflation using a rear-end disc clamping device. The drawing machine head and its control method disclosed in this application, capable of automatically adjusting online to avoid the resonance zone during fiber drawing, can achieve automated closed-loop adjustment of the machine head rigidity using vibration sensors, electronic control systems, and other components or assemblies, thus achieving the technical effect of flexibly avoiding the resonance zone during fiber drawing.

The utility model relates to the technical field of audio equipment, and discloses an audio amplification real-time automatic adjusting system for conferences, which comprises a fixed plate, two first gears are arranged on the left side of the fixed plate, the two first gears are in meshed connection, a first motor is fixedly connected to the rear side of the fixed plate, and a second motor is fixedly connected to the rear side of the fixed plate. The output end of the first motor and the first gear on the right side are fixedly arranged, connecting strips are fixedly connected to the tops of the two first gears, a microphone is arranged at the top of the jacking plate, covers are rotationally connected to the tops of the two connecting strips, and a telescopic assembly is arranged on the upper side of the jacking plate. The telescopic assembly is used for adjusting the height of the microphone. According to the utility model, the first motor drives the first gear on the right side to rotate, the carriage drives the jacking plate to move upwards or downwards, and the jacking plate finally drives the microphone to move upwards out of the outer box or move downwards to be stored in the outer box, so that the microphone can be stored in the outer box for protection when not in use and can be automatically jacked out of the outer box when in use.

The utility model relates to the technical field of numerical control machine tools, and discloses a saddle air floatation position adjusting structure and an ultra-precision numerical control machine tool, the saddle air floatation position adjusting structure comprises a machine tool body and a saddle capable of longitudinally moving relative to the machine tool body, and at least two first supporting air floatation cushions facing the machine tool body are arranged on the bottom surface of the saddle; a rectangular air floating cushion is fixedly arranged on one side face of the sliding saddle through a supporting arm, two round air floating cushions are connected to the other side face of the sliding saddle in a floating mode through spherical hinges, and the two round air floating cushions are arranged in the front-back direction. When the sliding saddle is slightly inclined due to perpendicularity deviation in the X-axis direction and the Y-axis direction, the angle of the circular air floating cushion can be automatically adjusted through the spherical hinge so that the circular air floating cushion can be in good contact and support with a corresponding contact component, the position of the sliding saddle can be finely adjusted, it is guaranteed that the sliding saddle is always in an ideal position state in the working process, and the service life of the sliding saddle is prolonged. And the stability of machining precision can be improved.

The utility model discloses a chip mounter track levelness automatic adjusting device which comprises a track, a base plate, a measuring mechanism and an adjusting mechanism, the track is installed on the base plate through bolts, the base plate is provided with a plurality of adjusting holes, and the adjusting holes are located in the vertical projection of the track on the base plate; the adjusting mechanism is installed on the lower side of the bottom plate, a jacking rod is arranged on the adjusting mechanism, and the jacking rod penetrates through the adjusting hole to abut against the lower end face of the rail; the measuring mechanism is installed above the track and used for measuring the height difference of the upper end face of the track, and the adjusting mechanism automatically adjusts the jacking height of the jacking rod according to the height difference. The height difference of different positions of the upper end face of the track is obtained through the measuring mechanism, and the jacking height of the jacking rod is automatically adjusted through the adjusting mechanism, so that the levelness of the track is automatically adjusted, the levelness adjusting efficiency and accuracy of the track are improved, the downtime is shortened, and the production efficiency is improved.

The utility model discloses an automatic swing arm type disc player. The automatic swing arm type disc player comprises a main shell; the first shell and the main shell are assembled, the side, away from the main shell, of the first shell is provided with a tone arm, the first end of the tone arm and the first shell are connected with a transmission assembly arranged in an internal containing space of the main shell, and the tone arm is arranged in the direction parallel to the first shell so that the second end of the tone arm can extend out of the top of the main shell; the disc is arranged on the side, away from the main shell, of the first shell, is parallel to the first opening and is fixedly connected with the transmission assembly, and the transmission assembly controls the singing arm to rotate and / or ascend and descend based on a control signal output by the processor in signal connection so as to adjust the position of the second end of the singing arm on the disc. According to the invention, the horizontally placed disc is changed into the vertically placed disc, the occupied area of the disc player is reduced, and the transmission assembly is utilized to drive the singing arm to move based on the control signal output by the processor, so that automatic adjustment of the singing arm is completed.

This invention discloses an automatic tuning method and system for deep learning compilers based on loop-memory access features and reinforcement learning, belonging to the field of deep learning compiler optimization technology. This invention extracts loop and memory access features from the tensor intermediate representation of the deep learning compiler, fuses the memory access and loop features according to the loop axis, generating a loop-memory access fused feature sequence; and constructs a cost model based on a long short-term memory network, using the extracted loop-memory access fused feature sequence to achieve performance prediction; the performance prediction value is applied to the automatic tuning process of the deep learning compiler, while reinforcement learning guides candidate program selection and search direction adjustment. This invention significantly improves the automatic tuning efficiency of deep learning compilers by accurately extracting core features and optimizing the model structure, while maintaining prediction accuracy and reducing feature processing overhead.

This invention discloses an automatic tuning device and a shortwave therapy device, relating to the field of tuning. It includes: a solid-state source for generating an AC signal and outputting it to a coupler; a coupler for stepping down the AC signal and outputting it to a tuner, generating a DC feedback signal based on the AC signal and sending it to a controller; the value of the DC feedback signal is positively correlated with the value of the AC signal and negatively correlated with the degree of impedance matching; a tuner for adjusting its own impedance based on the adjustment signal output by the controller to match the impedance of the user's attached electrode pads; and a controller for controlling the solid-state source to generate the AC signal and generating the adjustment signal based on the DC feedback signal. When impedance matching is poor, the value of the DC feedback signal increases, requiring adjustment of the tuner's impedance to achieve impedance matching with the user. The controller controls the tuner to adjust its own impedance, eliminating the need for manual adjustment by the user and simplifying the adjustment process.

The invention relates to the technical field of remote control, in particular to an automatic contraction hanging basket remote control system which comprises a main control unit recognition module, an automatic control module, a remote control terminal module, a data communication optimization module and an action instruction distribution module. In the invention, by combining a hanging basket contraction program with action triggering of a mechanical execution mechanism, stress monitoring of a hanging basket connecting part and action feedback, deep fusion of automatic control and real-time monitoring is realized, dynamic control and an execution path of the hanging basket are optimized, accurate action execution and efficient resource allocation are ensured, and the safety of the hanging basket is improved. The system can perform real-time control according to different working environments, errors and potential safety hazards caused by manual operation are reduced, and through continuous feedback and data updating, the system can automatically adjust a control strategy, enhance adaptability and self-repairing capability, ensure efficient and safe operation of hanging basket operation under different conditions, improve the intelligent and automatic level, and improve the working efficiency. And the overall operation efficiency and safety are obviously improved.

The application discloses a kind of database parameter configuration automatic tuning method and system, equipment and storage medium, the method includes the following steps: (1) database sample is classified according to the set sample classification rule into several categories, and utilize benchmark test tool to generate several categories database sample;(2) several categories database sample is used as input, utilizes the training of established tuning model, generates several sample tuning models;(3) obtain actual database information, according to tuning trigger condition, compare actual database and sample database;(4) output the optimal database parameter configuration of current tuning interval, and apply the parameter configuration to current database;The application realizes the automatic tuning process of database parameter configuration, improves the performance of database, while greatly reduce the difficulty of cloud database parameter configuration tuning, reduces the manual intervention in tuning process.

This invention discloses an automatic synchronous adjustment processing system for keel, comprising a detection mechanism, a guide and support mechanism, and a control device. Both the detection mechanism and the guide and support mechanism are located between adjacent processing sections, with the guide and support mechanism connected to the tail of the detection mechanism. The detection mechanism includes a first detection probe and a second detection probe, with a preset conveying interval between the first and second detection probes. The control device determines whether the keel exceeds the preset conveying interval based on the detection results from the detection mechanism, adjusts the speed of the processing equipment on both sides to synchronize, and simultaneously controls the operation of the guide and support mechanism. This invention, based on the detection results of the keel conveying status by the detection mechanism, promptly identifies problems and automatically adjusts the speed synchronization of the processing equipment on the preceding and following sections. Furthermore, the guide and support mechanism supports the keel during the speed matching adjustment process, preventing it from falling to the ground and ensuring keel quality.

The utility model discloses a mould positioning device accurate in positioning, which belongs to the technical field of mould positioning and comprises a mounting frame, a first driving motor and four groups of fixing columns are fixedly mounted on the inner wall of the bottom of the mounting frame, and a turntable is fixedly mounted at the output end of the first driving motor. Four sets of guide rods are slidably mounted in the rotary disc, sliding plates are slidably mounted at the tops of the four sets of fixing columns, and moving seats are fixedly mounted at the tops of the four sets of sliding plates, so that the structural design can ensure that the four sets of clamps can be automatically adjusted and get close to the center no matter how the initial placement position of a mold deviates; the mold is accurately positioned in the center position of the device, the time needed by mold positioning is greatly shortened, compared with a traditional manual positioning mode, a large amount of time cost can be saved, due to the automatic centering and four-direction clamping mechanism, the position and clamping force of a clamp can be rapidly adjusted no matter how the specification of the mold changes, and accurate positioning is achieved.

The application discloses a sound automatic tuning method and system based on intelligent sensors, and relates to the technical field of sound control, comprising the following steps: collecting sound field data of each intelligent sensor in a target sound field and sound system tuning parameters, dividing each intelligent sensor into zones according to the response of each channel, and obtaining sound field results corresponding to each zone; comparing the sound field results with contrast results after tuning is completed, calculating the change and determining the change source; classifying and storing the change record, judging continuity and consistency, and generating an adjustment instruction; modifying the gain value, equalization parameter or delay parameter in the corresponding zone according to the adjustment instruction, and verifying the modified sound field results; the method can relatively reduce the dependence on artificial tuning judgment, and improve the continuity, stability and consistency of tuning decision under dynamic sound field conditions.

The invention relates to an automatic tuning system of a personalized sound system based on artificial intelligence and big data, a transverse moving linear driving part drives a transverse moving assembly to move transversely as a whole, and a longitudinal moving linear driving part drives a sound box assembly to move longitudinally as a whole, so that the relative position of a sound is adjusted, and the demand of a user for sound effect quality is met. The invention further provides a personalized automatic tuning method based on artificial intelligence. The core of the method is to construct a closed-loop learning system, integrate a standardized measurement process, big data collection, neural network model training and personalized prediction, and finally generate unique optimized sound settings for each user.

The application belongs to the technical field of automatic assembly, and discloses an automatic assembly system and method for large nuts of a water turbine ball valve, which comprises a mechanical arm, an end effector and an intelligent nut tightening control system. The end effector is integrated with an electromagnet adsorption mechanism, a servo-driven rotating mechanism, a floating compensation mechanism and a visual recognition mechanism. Different specifications of nuts are adaptively grabbed by the electromagnet, sub-millimeter-level accurate positioning is realized by using a laser galvanometer stereo camera, and the assembly posture is automatically adjusted in combination with the floating compensation mechanism. The intelligent control system adopts a phased tightening strategy, realizes real-time monitoring through a torque sensor, and has a double protection mechanism. The application realizes the full automation of the assembly of large nuts of a water turbine ball valve, has the advantages of high assembly efficiency, accurate positioning precision, strong adaptability, reliable quality and the like, solves the problems of high labor intensity, many safety hazards and poor quality consistency in manual assembly, and significantly improves the assembly quality and efficiency of key components of a hydropower station.

The two-section damping automatic adjusting shock absorber comprises a cross beam plate and a bottom plate, a T-shaped limiting groove is formed in the bottom of the cross beam plate, an adjusting block is connected to the inner side wall of a groove opening of the T-shaped limiting groove in a sliding mode, and two limiting plates sliding on the inner wall of the groove opening of the T-shaped limiting groove are fixedly installed on the outer side wall of the adjusting block. The adjusting block and the bottom plate are connected through two sets of limiting damping shock-absorbing assemblies, and the cross beam plate and the bottom plate are connected through two sets of limiting damping shock-absorbing assemblies. The self-adjusting mechanism can change damping in real time according to vibration, it is ensured that appropriate buffering is provided all the time, on the basis of the two-section type limiting damping shock-proof assembly, the self-adjusting mechanism can automatically adjust damping force according to different vibration intensities and working conditions, vibration energy can be effectively absorbed and dispersed, the self-adjusting mechanism adapts to complex and changeable use scenes, and the self-adjusting mechanism is suitable for being used in various occasions. The limiting mechanism can prevent the adjusting block from sliding excessively, the equipment structure is protected, the shock absorption effect is improved on the whole, stable operation of the equipment is guaranteed, and the service life is prolonged.

The invention relates to a mass spectrum automatic tuning method and system and a computer readable storage medium. The method comprises the following steps: initializing parameters; the repulsion pole voltage is adjusted so that the total ion current intensity can reach the maximum value, and the target repulsion pole voltage is obtained; the focusing lens voltage and the inlet lens voltage are adjusted, so that the abundance ratio of the main characteristic peak to the base peak of the tuning liquid is adjusted to be within the target interval, and the target focusing lens voltage and the target inlet lens voltage are obtained; constructing an objective function based on the half-peak width and the abundance ratio error as independent variables; the radio frequency power supply voltage, the target repulsion pole voltage, the target focusing lens voltage and the target inlet lens voltage are finely adjusted, so that the abundance ratio of all characteristic peaks, water, oxygen and nitrogen of the tuning liquid to the base peak and the half-peak width are in the corresponding target range, and the function value of the target function is minimum. According to the method, coarse adjustment, feature point fine adjustment and inter-cell fine adjustment schemes are adopted, and the difference between devices does not need to be considered; the method is strong in adaptability, does not need to depend on tuning experience of engineers, and is strong in operability and high in tuning efficiency.

The application discloses an automatic calibration device and an automatic calibration method. The automatic calibration device comprises a verification head, a first driving assembly, a second driving assembly, a detection unit and a marking assembly. The verification head is provided with an internal tooth structure for cooperating with a gear on a crank box. The first driving assembly is connected with the verification head and used for driving the verification head to rotate. The second driving assembly is connected with the first driving assembly and used for driving the first driving assembly and the verification head to reciprocate along a set direction. The detection unit is used for detecting the moving stroke of a moving contact in a circuit breaker. The marking assembly is arranged on the first driving assembly and used for drawing a line at a predetermined position of the crank box when the moving stroke of the moving contact in the circuit breaker reaches a set stroke. The application can improve the detection efficiency and the detection accuracy. Moreover, the marking assembly can draw a line at the predetermined position of the crank box when the moving stroke of the moving contact reaches the set stroke, so that the assembly efficiency is improved, and the reference state of the moving side of the circuit breaker can be accurately marked.

The invention provides a dry particle discharging control system and method, a dry material all-in-one machine and a medium, and relates to the technical field of ceramic tile manufacturing, the system comprises a signal acquisition module, a control module and an execution module, the signal acquisition module is electrically connected with the control module, the control module is further electrically connected with the execution module, and the execution module is electrically connected with a discharging port baffle; the signal acquisition module is used for acquiring various different types of sensor signals and sending the sensor signals to the control module; the control module is used for judging whether the feed opening baffle meets a preset opening condition or not according to the signals of the sensors, and if not, a control signal is sent to the execution module; and the execution module is used for adjusting the opening degree of the blanking port baffle according to the control signal. Accurate control and automatic adjustment of the dry particle discharging amount are achieved, the problems of low discharging accuracy, high labor cost and low control efficiency existing in an existing manual adjustment mode are solved, frequent shutdown in production is avoided, and the production efficiency is improved.

The application discloses a feed quantity control method, device, system and storage medium. The method comprises the following steps: obtaining preset parameters of a rectifying tower during operation of the rectifying tower; judging whether the feed quantity of the rectifying tower exceeds the maximum processing capacity of the rectifying tower according to the preset parameters of the rectifying tower; when the feed quantity of the rectifying tower exceeds the maximum processing capacity of the rectifying tower, reducing the output value of a corresponding valve position controller through a component for obtaining the preset parameters, so that the output value of the valve position controller is selected by a low selection controller; and transmitting the output value of the valve position controller to a feed flow controller through the low selection controller, so that the feed flow controller reduces the feed quantity according to the output value of the valve position controller. According to the scheme, the feed quantity can be automatically controlled by automatically adjusting the feed quantity according to the actual load of the rectifying tower, and the waste of resources or dangerous situations in the rectifying process are avoided.

The application discloses a kind of collection communication library parameter automatic tuning method, storage medium, equipment and computer program product, comprising: in network communication process, collection communication library generates a large number of collection communication library parameter combinations, obtains high-dimensional collection communication library parameter space;High-dimensional collection communication library parameter space is mapped to low-dimensional space, and the collection communication library parameter characteristics of low-dimensional space are obtained;The collection communication library parameter characteristics of low-dimensional space are stored in the corresponding bucket memory according to the set step, and the collection communication library parameter characteristics of low-dimensional space are reflected in the bucket memory Mapping to high-dimensional collection communication library parameter space;In the process of optimizing collection communication library parameter using Bayesian algorithm, the collection communication library parameters in different bucket memories are sequentially selected for iterative training, and the abnormal collection communication library parameters are pruned through online pruning strategy, to realize the optimization of collection communication library parameter.The application improves network communication efficiency and expansibility.