222 results about "Batch operation" patented technology

Various embodiments described herein relate to management of industrial process optimization related to batch operations. In this regard, an optimization request to optimize an industrial process that produces an industrial process product is received. In response to the optimization request, product spent characteristics for one or more blending components of a batch operation subprocess are determined. Also in response to the optimization request, demand data for one or more feed products associated with the one or more blending components is updated based on the product spent characteristics and inventory data indicative of an inventory level for the one or more feed products. Furthermore, a control signal configured based on the demand data is transmitted to a controller configured for optimization associated with the industrial process that produces the industrial process product.

Embodiments of this application provide a method for operating a virtual prop in a game performed by a computer device. The method includes: displaying a first virtual object; displaying a batch operation control when a first operation on the first virtual object is received and a quantity of props with which the first virtual object is equipped is greater than a first quantity; and when a second operation on the batch operation control is received and an operation target indicated by the second operation is a second virtual object, transferring the virtual props with which the first virtual object is equipped to the second virtual object. Through the method of the embodiments of this application, a batch operation may be performed on the virtual props, thereby reducing operation costs and improving operation efficiency and fluency.

The invention discloses an SMAP soil hydrodynamic downscaling method based on a TOPMODEL theory, and the method comprises the steps: enabling original SMAP data to be matched with DEM data in spatial attributes through standardization processing, and obtaining standardized SMAP data; on the basis of DEM data, a confluence area and a gradient are calculated, and then a terrain index is calculated according to a TOPMODEL model; constructing a time sequence through the standardized SMAP data, and executing space-time stabilization processing to obtain a basic soil moisture field; based on the terrain index and the basic soil moisture field, preliminary soil moisture data is obtained through calculation by means of a downscaling model, and target soil water grating data with high resolution are obtained by optimizing the quality of the preliminary soil moisture data; according to the downscaling method, the structure is simple and clear, batch operation is facilitated, and low-resolution SMAP soil water data can be upgraded into high-resolution soil water data with the same resolution as DEM data in complex terrain areas such as mountainous areas, hills and river valleys.

The invention discloses an intelligent calibration system for an oil level temperature controller and a control method. The system comprises a standard temperature calibration device and an automatic acquisition and control device. The hardware is characterized in that an industrial camera is driven by an electric sliding guide rail crossing over a temperature field, so that batch inspection and acquisition of a plurality of temperature controller dial plates are realized; the states of multiple paths of contacts are monitored in parallel through a PLC, and standard and remote transmission signals are synchronously acquired by using a temperature acquisition module. The core of the control method is to start a double-thread concurrent monitoring mechanism: in the same time of temperature zone scanning, an event trigger thread is independently operated to capture a contact action moment and calculate an action error, and a stable trigger thread is parallelly operated to trigger image recognition and calculate an indication error when a temperature field is stable. According to the invention, the problems of low manual verification efficiency, incapability of batch operation and large subjective reading error are solved, and full-parameter automatic closed-loop calibration is realized.

A batch process model-free output feedback control method with non-repetitive interference belongs to the technical field of industrial process control, and specifically comprises the following steps: step 1, giving a mathematical description for an optimal tracking control problem of a non-repetitive batch process; 2, designing an optimal control law based on output feedback; 3, a game Q function construction method based on two-dimensional output feedback in the intermittent process; 4, solving a two-dimensional output feedback problem of batch operation by utilizing reinforcement learning; 5, solving an optimal control strategy based on output feedback through iteration to enable the optimal control strategy to be finally converged to an ideal optimal value; according to the method, the problem that a traditional method for processing the complex characteristics of a two-dimensional system is too tedious is solved, through the output feedback control method based on reinforcement learning, the method does not depend on a system model, the influence on the control performance is reduced, and the control effect is greatly improved.

The utility model provides a supporting tool for cutting a thin-walled tube, which belongs to the technical field of machining equipment, comprises a chassis which is mounted on a numerical control lathe, and is characterized in that a plurality of circumferentially arranged mounting grooves are formed in the right end surface of the chassis, and expansion supporting structures are arranged in the mounting grooves; the expansion supporting structure is fixedly connected into the mounting groove through a fastening screw, and the right end of the chassis is fixedly connected with a feeding shaft; the inner supporting tool is simple in structure, and the problems that an existing supporting device is complex in structure, inconvenient to operate and not suitable for batch operation, and meanwhile large extrusion force is caused to a thin-wall pipe fitting, so that the thin-wall pipe fitting is prone to deformation during cutting operation are solved.

The utility model relates to the technical field of detection jigs, in particular to an ultrasonic scanning automatic jig, which is characterized in that an auxiliary device comprises a U-shaped plate, the U-shaped plate is fixedly mounted on the surface of one side of a support frame, an air cylinder is fixedly mounted on the surface of the horizontal end of the top of the U-shaped plate, and a U-shaped bracket is fixedly mounted at the output end of the air cylinder; a sliding rod is fixedly installed between the inner walls of the two sides of the U-shaped support, two displacement plates are slidably connected to the surface of the sliding rod, clamping plates are fixedly installed on the side faces of the displacement plates, an electric telescopic rod is fixedly installed on the surface of the inner wall of the top of the U-shaped support, a T-shaped plate is fixedly installed at the output end of the electric telescopic rod, and two hinge plates are hinged to the surface of the bottom of the T-shaped plate. According to the utility model, the problems that the detection efficiency of the IGBT module is low and the automatic batch operation cannot be realized due to the fact that the existing jig for clamping the IGBT module needs to be manually sealed in a manual manner to carry out waterproof treatment and related debugging are solved.

The invention discloses a flow table generation method and device, equipment, a storage medium and a product, and the method comprises the steps: generating a flow table after an SDN controller is started; wherein the Cookie item of the flow table at least comprises the following fields: a version number field, which is used for marking the current version number of the SDN controller; the resource type field is used for marking a resource type associated with the flow table; and the resource identification field is used for marking the resource identification associated with the flow table. By adopting the embodiment of the invention, the flow table and the resource can be effectively associated, so that the controller can accurately process service logic, execute batch operation and quickly perform fault positioning based on the resource type field and the resource identification field.

The utility model discloses a zinc alloy door handle electrophoresis surface treatment device which comprises a cleaning mechanism, the cleaning mechanism is composed of an outer cleaning cylinder, an inner cleaning cylinder, a containing groove, a drainage hole and a brush, the outer cleaning cylinder and the inner cleaning cylinder are coaxially arranged, the diameter of the inner cleaning cylinder is smaller than that of the outer cleaning cylinder, the containing groove is arranged in the space between the inner cleaning cylinder and the outer cleaning cylinder, and the drainage hole is arranged in the containing groove. The electrophoresis surface treatment device for the zinc alloy door handle comprises an outer cleaning cylinder and an inner cleaning cylinder, a containing groove is formed in the outer cleaning cylinder, a door handle to be cleaned is placed in the containing groove, installation openings are formed in the wall face of the outer cleaning cylinder and the wall face of the inner cleaning cylinder in an annular array mode, and brushes are installed in the installation openings. When the door handle is cleaned by a cleaning agent, a plurality of surfaces of the door handle can be cleaned meticulously only in a manual scrubbing manner, but the workload of manual scrubbing is large, the working efficiency is low, batch operation is not facilitated, and actual use is not facilitated.

The utility model discloses an integrated APT slag mineral separation experiment device, which relates to the technical field of mineral separation experiment equipment and comprises a movable chassis, a spiral enrichment device, a thickening hopper, a belt type mineral separation machine and an electric control cabinet, the spiral enriching device and the belt type concentrating machine are arranged on the movable chassis in parallel; the thickening hopper is arranged above the belt type concentrating machine; the spiral enrichment device is connected with the thickening hopper through a pipeline; the thickening hopper is connected with the belt concentrator through a pipeline and a valve; the high-pressure water pump, the air cylinder, the conveying pump and the belt type concentrating machine are all electrically connected with the electric control cabinet. According to the integrated APT slag mineral separation experimental device, enrichment, thickening and mineral separation are integrated, and modular and intelligent control is achieved; and intermittent batch operation is integrated into a continuous automatic process, so that the experimental efficiency and precision are greatly improved, personal errors are reduced, and the experimental platform is an ideal experimental platform for researching a micro-fine particle mineral separation process.

An object operation method and a device, relating to the technical field of terminals. The complexity of performing a series of repetitive operations on various objects can be reduced, improving operational efficiency. The difficulty of creating shortcut instructions can also be reduced, expanding the range of use of the shortcut instructions. The method comprises: a device receives a first user operation for processing a first object. The device may perform, on the basis of the first user operation, batch operations on a second object within a batch of objects to which the first object belongs, the second object being an object other than the first object. The result of processing the first object by the device in response to the first user operation is consistent with the result of processing the second object by the device using the batch operations. Alternatively, the device may also create a shortcut instruction on the basis of the first user operation.

The utility model provides a batch operation clamp for fire assaying, and relates to the field of mineral precious metal analysis and detection. The device comprises a first clamping part far away from a mechanical arm (far end) and a second clamping part close to the mechanical arm (near end), and the opening of a first crucible clamping ring and the opening of a second crucible clamping ring are arranged in a certain taper, so that the fitting degree of the clamping rings and the crucible is improved, it is guaranteed that the crucible does not incline or fall off due to shaking in the transferring process, and the transferring efficiency of the crucible is improved. And the stability of the crucible in the transfer process is improved. The anti-clamping gasket is arranged on the first clamping part, so that the problem that the crucible is easily clamped by the crucible clamping ring at one end far away from the mechanical arm due to expansion of the clamp for fire assaying caused by high temperature is effectively solved. By arranging the positioning device, the purpose of clamping a crucible and a cupel tray by using one fixture is achieved, and the problem that tools need to be frequently replaced in the prior art is solved.

The present application relates to the technical field of medical detection, and aims to solve the problem that the glass sample cannot be processed in batches in the prior art, and provides a magnetic slide staining device, which comprises a single carrier for fixing a single glass slide; the single carrier comprises a frame and a glass containing area surrounded in the frame, the frame is provided with an upper top surface and a lower top surface, and the edges of the upper top surface and the lower top surface are inwardly inclined; the glass is arranged in the glass containing area; a connecting piece for connecting another single carrier for stacking is arranged on a top surface of the frame of the single carrier; and a magnet is arranged on the connecting piece. The present application has the beneficial effect that the glass slides can be stacked in batches, and the glass slides can be subjected to batch staining, elution and film development and the like; meanwhile, a single single carrier can be flexibly detached for slide inspection, and flexibility is achieved. Batch operation is realized, and both use safety and glass processing quality are ensured.

The application discloses a lyocell fiber glue solution viscosity modulation method and system and related equipment, and relates to the chemical fiber industry and the automatic control technical field. The application is applied to acquiring the running torque of a conveying pump when the conveying pump is conveying target material of a current batch; in the case that the running torque exceeds a preset qualified torque range, the quality proportioning coefficient of the current batch is adjusted according to the deviation direction of the running torque relative to the qualified torque range, and a target quality proportioning coefficient is obtained, so as to control the feeding proportioning of raw materials and solvents in a pulverizer in a next batch operation. According to the application, real-time feedback of viscosity information can be realized, and the viscosity deviating from the process target can be pulled back to the qualified range in time, so that problems, such as glue solution scrapping, caused by excessive viscosity can be avoided.

The utility model relates to the technical field of cell culture flask digestion equipment, in particular to a device for batch digestion operation of cell culture flasks, which comprises an L-shaped support, a tray rack, a telescopic cylinder and a plurality of telescopic buckles, the tray rack comprises a plurality of layers of fixedly connected trays, the tray rack is rotatably connected to the L-shaped support, and the telescopic cylinder is arranged on the L-shaped support. An inclined fixing plate is arranged on the L-shaped support, the telescopic air cylinder is installed on the inclined fixing plate, an output shaft of the telescopic air cylinder is hinged to the tray frame, the cell culture bottle is fixed to the tray frame through a telescopic buckle, and the tray frame is driven to rotate through telescopic movement of the telescopic air cylinder. Therefore, the effect that cleaning liquid or digestive juice in the bottle is in full contact with cells attached to the wall is achieved, digestion operation of a plurality of cell culture bottles is completed in batches at a time, convenience and rapidness are achieved, and the problem that the efficiency is low when batch operation is needed due to an existing single culture bottle digestion mode is solved.

The bolt fixing device of the bolt stamping equipment comprises a stamping equipment body, an auxiliary stamping mechanism is arranged at the top of the stamping equipment body, and a stamping detection mechanism is arranged on one side of the stamping equipment body; according to the device, through the arranged stamping detection mechanism, a visual marking track is automatically formed on a display whiteboard through a marking pen, the stamping action of each bolt can be recorded in a one-to-one correspondence mode, a user is helped to visually judge whether the fixing clamp deviates or is abnormal in precision after batch operation is completed, and if the marks are inconsistent, the user can directly judge whether the fixing clamp deviates or is abnormal in precision. And in addition, after stamping is completed, the reset spring automatically pushes the ejector plate to reset and eject the bolts out, inconvenience in the manual taking-out process is effectively avoided, the operation efficiency and the work smoothness are improved, and the high practicability and the automation advantage are achieved.

The embodiment of the invention provides a form batch processing method and device, equipment and a storage medium. The method comprises the steps that in response to a received batch editing request for multiple forms, a batch editing page is presented, the batch editing page at least comprises a first list of the multiple forms and at least one batch editing control and editing confirmation control for the multiple forms, and the multiple forms are identified as a selected state in the list; and in response to a received check request for the first form in the first list, presenting detail information of the first form on the batch editing page, and maintaining presentation of the first list and the at least one batch editing control at the same time. Therefore, the user can directly select the forms which the user wants to edit in batches to enter batch operation, and can also switch the forms at any time to check specific contents and judge whether the forms need to be edited in batches or not. Therefore, the efficiency of batch editing can be improved.

The invention discloses a switch power supply test cabinet, and relates to the technical field of switch power supply aging test, the switch power supply test cabinet comprises an aging test cabinet, the aging test cabinet is fixedly connected with a plurality of laminates in a linear array, each laminate is provided with a plurality of switch power supplies, the aging test cabinet is provided with a test assembly, and the test assembly comprises a plurality of shelving grooves. The plurality of shelving grooves are respectively formed in the plurality of laminates, each laminate corresponds to one shelving groove, and two vertical grooves are symmetrically formed in the aging test cabinet and the plurality of laminates; through operation of the test assembly, an existing mode of taking and placing switch power supplies one by one is converted into a batch operation mode of putting in and taking out the switch power supplies at one time through a supporting plate, time consumed in the switch power supply test preparation and ending stages is greatly shortened, repeated labor is combined into one-time operation, the throughput rate of the test process is remarkably increased, and the test efficiency is improved. And meanwhile, the risk that an operator is scalded is effectively reduced.

The invention provides an active learning optimization control method and system for a tire half-part composite extrusion process, and the method comprises the steps: collecting batch-level production operation data in the production process of a composite extruder, carrying out the preprocessing, and building a double-layer prediction model based on the preprocessed production operation data; in the batch operation process, the optimal control input variable of the production technology process is obtained through rolling optimization calculation based on the double-layer prediction model; meanwhile, strategy dynamic optimization is carried out according to a trend analysis result, and a final control input variable is generated and acts on the production process of the composite extruder; and after each batch of operation is completed, calculating an error index between the prediction output and the actual output of the double-layer prediction model, and carrying out online updating on the double-layer prediction model based on the error index. According to the invention, the automation level of the production process and the product quality consistency can be improved.

The utility model relates to the technical field of display screen production, in particular to a cleaning device for display screen production, which comprises a machine frame, a control panel is arranged on the surface of the machine frame, a conveying type cleaning mechanism is arranged on the surface of the machine frame, and a cleaning assembly and a conveying mesh belt part are arranged in the conveying type cleaning mechanism. A drying mechanism is arranged on the surface of the rack, the drying mechanism is composed of a wiping motor, a drying component and a wiping cotton roller, a water circulation mechanism is arranged at the bottom of the rack, and a water circulation assembly and a collecting hopper are arranged in the water circulation mechanism. According to the cleaning device, the working efficiency is improved when the cleaning device is used, continuous cleaning of the display screens is facilitated, batch operation is facilitated, functionality is higher, and water resources needed when the cleaning device is used are saved.

The invention discloses a composite nut and production equipment thereof, and belongs to the technical field of nut production equipment.The composite nut and the production equipment thereof comprise a large disc, a small disc is fixedly installed at the rear end of the large disc, supporting legs are fixedly installed on the outer surface of the large disc and the outer surface of a lower disc, and a flowing groove is formed in the upper end face of the large disc. According to the scheme, by constructing the integrated full-automatic machining unit, cooperating with the intelligent tapping module and the high-precision feeding system, the whole-process continuous manufacturing procedure of nut machining is achieved, the system corrects tapping parameters in real time through the closed-loop quality control system, workpiece positioning deviation is eliminated in cooperation with the self-adaptive compensation mechanism, manual intervention is completely eliminated, and meanwhile the machining efficiency is improved. According to the automatic solution, the process connection efficiency in a batch operation scene is remarkably improved, the quality fluctuation risk caused by a traditional discretization operation mode is effectively eliminated, and synchronous optimization of the machining efficiency and the product consistency is achieved.

The invention discloses a culture device for food detection, and relates to the technical field of food microorganism culture, the culture device comprises a culture box body and a control panel, the control panel is fixedly connected to the top of the outer surface of the culture box body, and the culture device is characterized in that a culture assembly is arranged in the culture box body; the culture assembly comprises a plurality of groups of separation grooves which are formed in the inner wall of the main box body of the culture box body and are distributed in a linear array. The containing cavities at the same horizontal height can be located in the same space through the partition plates, the storage boxes at different heights can be layered through the partition plates, culture dishes of different food samples can be stored in the storage boxes at different horizontal heights, and then different microorganism culture detection on different food samples is achieved; according to the device, the differentiated culture requirements of various microorganisms or food samples are met, batch operation or arrangement of multiple devices is not needed, multi-environment parallel culture is achieved through a single device, the laboratory space is saved, and the device purchase and energy consumption cost is reduced.

The invention discloses a device for sterilizing through electron beam irradiation, and belongs to the technical field of disinfection and sterilization, the device comprises a sterilization bin, an electron beam sterilization device is mounted on the sterilization bin, and a treatment box is further arranged at the top of the sterilization bin; three exhaust pipes are uniformly arranged on the top wall of the treatment box, a first exhaust fan is mounted in the exhaust pipe in the middle, second exhaust fans are mounted in the other two exhaust pipes, three air inlet pipes communicated with the sterilization bin are arranged at the bottom of the treatment box, and the three exhaust pipes correspond to the three air inlet pipes one to one; a liftable catalyst bed is arranged in the treatment box, and movable plates are respectively arranged on two side walls of the treatment box; ozone is decomposed, so that the ozone is prevented from corroding equipment, and the maintenance cost is reduced; strong airflow can be formed to prevent ozone from leaking, the health of personnel is guaranteed, the catalytic efficiency is improved through airflow optimization, the structure is automatically reset to adapt to batch operation, and safety, energy conservation and sterilization efficiency are all considered.

The present invention belongs to the technical field of aircraft secondary power systems and discloses a rotor tip clearance measurement method and device. The method comprises the following steps: first, measuring the distance a between the outer ring surface of the inlet outer ring support and the end face of the inlet outer ring, as well as the height of the inlet outer ring end face on a plane, to obtain the distance c from the bottom surface of the inlet outer ring to the clearance design point; then, directly measuring the distance between the lower end face of the product's intake bearing end cover and the surface of the intake bearing end cover for assembling the L-shaped sealing gasket, and measuring the distance between the bottom of the inlet outer ring and the lower end face of the intake bearing end cover. The distance A between the clearance design point on the outer ring of the inlet duct and the surface of the intake bearing end cover for assembling the L-shaped gasket is calculated; the axial clearance f of the product bearing under preload is then measured; finally, by measuring the thickness h of the L-shaped gasket and the distance g between the clearance design point on the centrifugal impeller and the bottom of the bearing inner ring, the distance B between the clearance design point on the impeller and the end face of the L-shaped gasket is obtained, B = g + the theoretical distance between the end faces of the inner and outer rings of the bearing ‑f / 2 + h; the tip clearance C at the clearance design point on the centrifugal impeller is calculated as B‑A. Compared with existing measurement methods, the method of the present invention measures the tip clearance during product assembly, eliminating the need for repeated disassembly and assembly of the entire product and the need to transfer the product back and forth between measuring equipment. This improves product assembly efficiency and is more suitable for batch operations.

This invention provides an automatic glass rod sintering feeder. The lower ends of each glass rod are sequentially inserted from top to bottom into the guide holes of the guide plate. A horizontal / vertical lever is activated to push the clamping slider to compress the helical spring, causing the clamping fork of the clamping slider to retract. Then, the upper ends of the glass rods are inserted from bottom to top into the guide holes of the mother plate, the gap between the guide groove of the clamping plate and the clamping fork of the clamping slider. The horizontal / vertical lever is released, the helical spring rebounds, and the clamping fork of the clamping slider is pushed forward to clamp the glass rod. The main unit is moved laterally to directly above the sintering furnace, and then the back plate is moved down to the lower end of the main unit. The slide block is pushed downwards at a set speed, driving each glass rod through the guide holes of the guide plate to the designated position in the sintering furnace. After feeding is completed, each component returns to its initial position sequentially. The two stations synchronously and alternately perform the clamping and feeding of the glass rods. This invention features convenient operation, high automation, precise control, batch operation, and high work efficiency.

Methods and systems for controlling conditions of precipitation, including crystallization, of a carbonate and / or bicarbonate salt of a carbon dioxide complexing agent are provided. The methods and systems may include controlling a yield, kinetics, and / or morphology of the particles or crystals in the carbonate / bicarbonate salt including at least one of a crystal phase, size, size distribution, shape or surface feature by monitoring, selecting and / or adjusting at least one operational condition including mechanical, chemical, and / or physical operational conditions. Examples of mechanical, chemical, and / or physical operational conditions include shearing, milling, pH, temperature, batch operation, continuous operation or any combinations thereof.

The present invention relates to a method and a device for preparing bath compositions within hot-dip galvanizing plants, in particular a flux bath, wherein process fluid of the flux bath is transferred in batch operation into at least one separate precipitation bath, in which ammonia (NH3) and hydrogen peroxide (H2O2) are alternately added to the process fluid until no pH change or decrease is measurable when hydrogen peroxide is added.

The embodiment of the invention discloses a job management method, device and equipment, a medium and a product, and relates to the technical field of financial science and technology. The method comprises the following steps: in response to an execution instruction of each job of the distributed batch job system, generating a job instance of each job, and determining dependency information of each job based on each job instance; generating a dependency relationship graph among the jobs based on the job instances and the dependency information; and in response to an execution exception instruction of a target job, determining reference jobs associated with the target job based on the dependency graph, and determining an exception reason of the target job based on the job state of each reference job. According to the scheme provided by the embodiment of the invention, the abnormal reason of each operation in the distributed batch operation system can be quickly and accurately determined, the execution efficiency of an algorithm is improved, and help is provided for stable operation of the distributed batch operation system.

This invention discloses an integrated management and control method for the entire sales settlement process based on table-valued parameters, belonging to the field of sales settlement management technology for industrial enterprises. This invention adopts a back-end-heavy, front-end-light architecture, using custom table-valued parameters as a unified data transmission carrier to batch transmit core information such as settlement order numbers, finished product roll numbers, and final unit prices. A single stored procedure centrally manages all business operations, including settlement order binding, unit price modification, and status updates. The front-end is only responsible for interface display and unified interface calls, without handling complex business logic. The back-end incorporates centralized data verification and database atomic transaction control to ensure data consistency, while supporting multi-dimensional combination filtering, batch selection of roll numbers, and automatic weight and amount statistics. This invention solves the pain points of traditional settlement systems, such as fragmented logic, high coupling, inefficient batch operations, and data error susceptibility. It has been fully implemented and is running in actual industrial MES / ERP integrated systems, possessing advantages such as stable architecture, efficient operation, long-term iterative capability, and strong scalability, making it suitable for the standardized and intelligent management needs of sales settlement in manufacturing enterprises. This technical solution is not a theoretical model, but a mature technical solution that has been fully engineered, developed, and stably run in actual industrial manufacturing enterprise MES / ERP integrated systems.

The invention discloses a distributed system batch operation time prediction method and a related device, which can be used in the field of artificial intelligence, and the method comprises the steps: firstly, obtaining a batch operation time data set of a distributed system batch operation; the batch time-use data set is a daily time-use data set or a rest-settlement daily time-use data set; then, inputting the batch time data set into a seasonal difference autoregression moving average model to obtain a trend term, a seasonal term, a residual term and a baseline predicted value; then, constructing a three-dimensional vector based on the trend term, the seasonal term and the residual term; thirdly, inputting a three-dimensional vector into the deep autoregressive recurrent neural network model to obtain a future residual value; and finally, calculating the sum of the baseline prediction value and the future residual value to obtain a prediction result of the batch operation time of the distributed system. Therefore, the strong explanatory force of the statistical model to the seasonality is reserved, the fitting ability of the deep learning to the complex mode is also exerted, and a low-error prediction result can be obtained.