CN117094509A - Scheduling method, equipment and storage medium for correcting production flow - Google Patents

Scheduling method, equipment and storage medium for correcting production flow Download PDF

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Publication number
CN117094509A
CN117094509A CN202311067196.1A CN202311067196A CN117094509A CN 117094509 A CN117094509 A CN 117094509A CN 202311067196 A CN202311067196 A CN 202311067196A CN 117094509 A CN117094509 A CN 117094509A
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time
processing
scheduling
locking
equipment
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邢毅
彭爱华
阮华龙
陈炜基
李智莉
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Guangzhou Juchao Software Technology Co ltd
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Guangzhou Juchao Software Technology Co ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06312Adjustment or analysis of established resource schedule, e.g. resource or task levelling, or dynamic rescheduling
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06316Sequencing of tasks or work

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  • Human Resources & Organizations (AREA)
  • Engineering & Computer Science (AREA)
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  • Operations Research (AREA)
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Abstract

The invention provides a scheduling method, equipment and storage medium for correcting a production flow, which comprises the following steps: acquiring current scheduling processing equipment and processing procedures thereof, scheduling calendars, production procedures of orders to be produced and procedure processing time, and setting the current scheduling processing equipment and processing procedures thereof or designated processing time or designated processing procedures of equipment into a locking state; dividing processing equipment according to processing procedures in a locking state according to a production scheduling calendar, generating an array of time range intervals capable of being produced, and carrying out crossover and mutation operations by randomly generating procedure combinations based on the processing equipment and the production procedures of orders; determining a locking state set by each process in the process combination subjected to the crossing and mutation operation, calculating corresponding starting time and ending time according to the dependence relationship between the interval of the productive time range and the production process, and sequencing different process combinations according to the fitness; and selecting the working procedure combination output scheduling scheme with the optimal fitness.

Description

Scheduling method, equipment and storage medium for correcting production flow
Technical Field
The present invention relates to the field of scheduling technologies, and in particular, to a scheduling method, apparatus, and storage medium for correcting a production process.
Background
Along with the change of market environment and the increase of market competition, the production mode is increasingly various, the customer is customized and flexible, the customer is strictly engaged in the delivery period, and a manufacturing enterprise generally needs to make a plurality of complex scheduling plans to coordinate production resources so as to meet the production target, especially in the enterprise production process: people, machines, materials, methods, loops, etc. all involve planning, execution, analysis, optimization, and decision-making, and in related scenarios, to meet production goals, a scheduling plan is usually manually formulated by manually knowing each production detail of an enterprise in detail and relying on production experience. However, in the above process, the manual scheduling needs to be discussed and modified several times, which takes a long time, and thus results in low efficiency of scheduling.
Accordingly, the present invention provides a method, apparatus and storage medium for scheduling correction of a production process.
Disclosure of Invention
Aiming at the defects of the prior art, the invention provides a scheduling method, equipment and a storage medium for correcting a production flow, which are used for improving the efficiency of scheduling.
The technical scheme of the invention is realized as follows:
a scheduling method for correcting a production flow comprises the following steps:
step S01: acquiring current scheduling processing equipment and processing procedures thereof, scheduling calendars, production procedures of orders to be produced and procedure processing time, and setting the current scheduling processing equipment and processing procedures thereof or designated processing time or designated processing procedures of equipment into a locking state;
step S02: dividing processing equipment according to processing procedures in a locking state according to a production scheduling calendar, generating an array of time range intervals capable of being produced, and carrying out crossover and mutation operations by randomly generating procedure combinations based on the processing equipment and the production procedures of orders;
step S03: determining a locking state set by each process in the process combination subjected to the crossing and mutation operation, calculating corresponding starting time and ending time according to the dependence relationship between the productive time range interval and the production process, and sequencing different process combinations according to the fitness;
step SO4: and selecting the working procedure combination output scheduling scheme with the optimal fitness.
Preferably, the locking state includes one of a full locking, a locking start time and a locking end time according to the locking time and the equipment condition, wherein the full locking is that the processing equipment of the process and the start time and the end time thereof are fixed, the locking start time is that the start time of the process is not earlier than the specified time, and the locking end time is that the end time of the process is not later than the specified time.
Preferably, the method for calculating the start time and the end time of each process in the process combination subjected to the crossover and mutation operation is as follows:
if the locking state of the process is full locking, the starting time and the ending time of the process are both designated time;
if the locking state of the process is the locking start time, judging whether the process has a pre-process or not, if no pre-task exists, the start time of the process is the earliest time which can be produced by processing equipment and the later time in the appointed time, the end time is the sum of the start time and the process processing time, and if the pre-task exists, the process start time is the latest end time of the pre-process and the later time in the appointed time, and the end time is the sum of the start time and the process processing time;
if the locking state of the process is the locking ending time, judging whether the process has a preposed process, if the preposed process is not carried out and the earliest time of the processing equipment capable of producing is later than the difference between the appointed time and the processing time, the starting time of the process is infinite and marked as an infeasible scheme, if the preposed process is not carried out and the earliest time of the processing equipment capable of producing is earlier than the difference between the appointed time and the processing time, the starting time of the process is the earliest time capable of producing, and the ending time is the sum of the starting time and the processing time; if a pre-process exists and the latest end time of the pre-process is later than the difference between the designated time and the processing time, the start time of the pre-process is infinite and marked as an infeasible scheme, and if the pre-process exists and the end time of the pre-process is earlier than the difference between the designated time and the processing time, the start time of the pre-process is the latest end time of the pre-process and the end time is the sum of the start time and the processing time.
Preferably, the fitness is calculated according to influencing factors, wherein the influencing factors comprise order delay rate, equipment utilization rate and processing cost.
The invention provides an electronic device, which comprises a memory and a processor, wherein the memory stores computer execution instructions; the processor executing computer-executable instructions stored in the memory causes the processor to perform the method of scheduling a revised manufacturing flow as claimed in any one of claims 1 to 4.
The invention also proposes a computer-readable storage medium having stored therein computer-executable instructions for implementing a scheduling method for a modified production flow as claimed in any one of claims 1 to 4 when the computer-executable instructions are executed by a processor.
Compared with the prior art, the invention has the following advantages:
when an order to be produced is newly added, the processing equipment of the current shift and the processing procedure thereof or the designated processing time or the processing procedure of the designated equipment are set to be in a locked state, the processing procedure of the processing equipment is divided according to the locked state, a procedure combination in a range of the dischargeable time is generated, then the corresponding starting time and ending time are calculated according to the dependence relationship between the range of the dischargeable time and the production procedure, and the procedure with the optimal fitness is output as a scheduling scheme, so that the efficiency of the designated scheduling is improved while the production is corrected.
Drawings
In order to more clearly illustrate the embodiments of the invention or the technical solutions of the prior art, the drawings which are used in the description of the embodiments or the prior art will be briefly described, it being obvious that the drawings in the description below are only some embodiments of the invention, and that other drawings can be obtained according to these drawings without inventive faculty for a person skilled in the art.
FIG. 1 is a flow chart of a method for scheduling correction of a production flow according to the present invention;
fig. 2 is a block flow diagram of the calculation of the start time and the end time of fig. 1.
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
In the description of the present invention, it should be noted that the azimuth or positional relationship indicated by the terms "center", "up", "down", "left", "right", "vertical", "horizontal", "inside", "outside", etc. are based on the azimuth or positional relationship shown in the drawings, are merely for convenience of describing the present invention and simplifying the description, and do not indicate or imply that the apparatus or elements referred to must have a specific azimuth, be constructed and operated in a specific azimuth, and thus should not be construed as limiting the present invention. Furthermore, the terms "first," "second," "third," "fourth," and the like are used for descriptive purposes only and are not to be construed as indicating or implying relative importance.
In the description of the present invention, it should be noted that, unless explicitly specified and limited otherwise, the terms "mounted," "connected," and "connected" are to be construed broadly, and may be, for example, fixedly connected, detachably connected, or integrally connected; can be mechanically or electrically connected; can be directly connected or indirectly connected through an intermediate medium, and can be communication between two elements. The specific meaning of the above terms in the present invention will be understood in specific cases by those of ordinary skill in the art.
The embodiment proposes a scheduling method for correcting a production flow, as shown in fig. 1, comprising the following steps: step S01: acquiring processing equipment of a current shift and processing procedures, a production scheduling calendar and production procedures and procedure processing time of an order to be produced, namely, at least one processing equipment of the current shift is provided, the processing procedures are arranged according to the production scheduling calendar, the production procedures of the order to be applied are in a sequence, the processing time of each step is possibly different, and the processing equipment of the current shift and the processing procedures thereof or the designated processing time or the processing procedures of the designated equipment are set to be in a locking state;
step S02: dividing processing equipment according to processing procedures in a locking state according to a production scheduling calendar, generating an array of time range intervals capable of being produced, and carrying out crossover and mutation operations by randomly generating procedure combinations based on the processing equipment and the production procedures of orders;
step S03: determining a locking state set by each process in the process combination subjected to the crossing and mutation operation, calculating corresponding starting time and ending time according to the dependence relationship between the productive time range interval and the production process, namely, after finishing the front process in the productive time range interval, finishing the rear process, and sequencing different process combinations according to the fitness;
step SO4: and selecting the working procedure combination output scheduling scheme with the optimal fitness.
That is, when an order to be newly added is made, the processing equipment of the current shift and the processing procedure thereof or the designated processing time or the processing procedure of the designated equipment are set to be in a locked state, and then the processing procedure of the processing equipment is divided according to the locked state, so that a procedure combination in a time range section capable of being produced is generated, and then the corresponding start time and end time are calculated according to the dependency relationship between the time range section capable of being produced and the production procedure, and the procedure with the optimal fitness is output as a production scheduling scheme, so that the improvement of the production scheduling efficiency is realized while the production is corrected.
In this embodiment, the locking state includes one of a full locking, a locking start time, and a locking end time according to the locking time and the equipment condition, where the full locking is that the processing equipment of the process and its start time and end time are both fixed, the locking start time is that the start time of the process is not earlier than the specified time, and the locking end time is that the end time of the process is not later than the specified time.
In this embodiment, as shown in fig. 2, the calculation method of the start time and the end time of each process in the process combination subjected to the crossover and mutation operation is as follows:
if the locking state of the process is full locking, the starting time and the ending time of the process are both designated time;
if the locking state of the process is the locking start time, judging whether the process has a pre-process or not, if no pre-task exists, the start time of the process is the earliest time which can be produced by processing equipment and the later time in the appointed time, the end time is the sum of the start time and the process processing time, and if the pre-task exists, the start time of the process is the latest end time of the pre-process and the later time in the appointed time, and the end time is the sum of the start time and the process processing time;
if the locking state of the process is the locking ending time, judging whether the process has a preposed process, if the preposed process is not carried out and the earliest time of the processing equipment capable of producing is later than the difference between the appointed time and the processing time, the starting time of the process is infinite and marked as an infeasible scheme, if the preposed process is not carried out and the earliest time of the processing equipment capable of producing is earlier than the difference between the appointed time and the processing time, the starting time of the process is the earliest time capable of producing, and the ending time is the sum of the starting time and the processing time; if a pre-process exists and the latest end time of the pre-process is later than the difference between the designated time and the processing time, the start time of the pre-process is infinite and marked as an infeasible scheme, and if the pre-process exists and the end time of the pre-process is earlier than the difference between the designated time and the processing time, the start time of the pre-process is the latest end time of the pre-process and the end time is the sum of the start time and the processing time.
In this embodiment, the fitness is calculated according to the influencing factors such as the order delay rate (the ratio of the number of order delays to the total number of orders in the designated period), the equipment utilization rate (the ratio of the equipment processing production time to the total working time), the processing cost (the sum of the costs of all the equipment, the equipment production cost=the processing time×the unit cost), and the like.
The embodiment provides an electronic device, which comprises a memory and a processor, wherein the memory stores computer execution instructions; a processor executing computer-executable instructions stored in a memory causes the processor to perform the method of scheduling a modified production flow as claimed in any one of claims 1 to 4.
The present embodiment also proposes a computer-readable storage medium having stored therein computer-executable instructions for implementing a scheduling method for a modified production flow according to any one of claims 1 to 4 when the computer-executable instructions are executed by a processor.
The foregoing description of the preferred embodiments of the invention is not intended to be limiting, but rather is intended to cover all modifications, equivalents, alternatives, and improvements that fall within the spirit and scope of the invention.

Claims (6)

1. A scheduling method for correcting a production flow is characterized by comprising the following steps: the method comprises the following steps:
step S01: acquiring current scheduling processing equipment and processing procedures thereof, scheduling calendars, production procedures of orders to be produced and procedure processing time, and setting the current scheduling processing equipment and processing procedures thereof or designated processing time or designated processing procedures of equipment into a locking state;
step S02: dividing processing equipment according to processing procedures in a locking state according to a production scheduling calendar, generating an array of time range intervals capable of being produced, and carrying out crossover and mutation operations by randomly generating procedure combinations based on the processing equipment and the production procedures of orders;
step S03: determining a locking state set by each process in the process combination subjected to the crossing and mutation operation, calculating corresponding starting time and ending time according to the dependence relationship between the productive time range interval and the production process, and sequencing different process combinations according to the fitness;
step SO4: and selecting the working procedure combination output scheduling scheme with the optimal fitness.
2. The method of claim 1, wherein: the locking state comprises one of full locking, locking starting time and locking ending time according to the locking time and equipment conditions, wherein the full locking is that the processing equipment of the working procedure is fixed as well as the starting time and the ending time thereof, the locking starting time is that the starting time of the working procedure is not earlier than the appointed time, and the locking ending time is that the ending time of the working procedure is not later than the appointed time.
3. The method of claim 2, wherein: the method for calculating the start time and the end time of each process in the process combination subjected to the crossover and mutation operation comprises the following steps:
if the locking state of the process is full locking, the starting time and the ending time of the process are both designated time;
if the locking state of the process is the locking start time, judging whether the process has a pre-process or not, if no pre-task exists, the start time of the process is the earliest time which can be produced by processing equipment and the later time in the appointed time, the end time is the sum of the start time and the process processing time, and if the pre-task exists, the process start time is the latest end time of the pre-process and the later time in the appointed time, and the end time is the sum of the start time and the process processing time;
if the locking state of the process is the locking ending time, judging whether the process has a preposed process, if the preposed process is not carried out and the earliest time of the processing equipment capable of producing is later than the difference between the appointed time and the processing time, the starting time of the process is infinite and marked as an infeasible scheme, if the preposed process is not carried out and the earliest time of the processing equipment capable of producing is earlier than the difference between the appointed time and the processing time, the starting time of the process is the earliest time capable of producing, and the ending time is the sum of the starting time and the processing time; if a pre-process exists and the latest end time of the pre-process is later than the difference between the designated time and the processing time, the start time of the pre-process is infinite and marked as an infeasible scheme, and if the pre-process exists and the end time of the pre-process is earlier than the difference between the designated time and the processing time, the start time of the pre-process is the latest end time of the pre-process and the end time is the sum of the start time and the processing time.
4. The method of claim 1, wherein: the adaptability is calculated according to influence factors, wherein the influence factors comprise order delay rate, equipment utilization rate and processing cost.
5. An electronic device, characterized in that: the system comprises a memory and a processor, wherein the memory stores computer-executable instructions; the processor executing computer-executable instructions stored in the memory causes the processor to perform the method of scheduling a revised manufacturing flow as claimed in any one of claims 1 to 4.
6. A computer-readable storage medium, characterized by: the computer-readable storage medium having stored therein computer-executable instructions for implementing the method of scheduling a modified manufacturing flow as claimed in any one of claims 1 to 4 when the computer-executable instructions are executed by a processor.
CN202311067196.1A 2023-08-23 2023-08-23 Scheduling method, equipment and storage medium for correcting production flow Pending CN117094509A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117745721A (en) * 2024-02-19 2024-03-22 江苏中天互联科技有限公司 Scheduling plan optimization method based on identification analysis and related equipment

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CN112508309A (en) * 2021-01-29 2021-03-16 深圳坤湛科技有限公司 Intelligent scheduling method, equipment and computer storage medium
CN113433915A (en) * 2021-07-08 2021-09-24 南京航空航天大学苏州研究院 Automatic scheduling algorithm for workshop sheet metal machining
CN115700639A (en) * 2022-12-30 2023-02-07 东方合智数据科技(广东)有限责任公司 Intelligent production scheduling method, device, equipment and storage medium

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Publication number Priority date Publication date Assignee Title
CN105629927A (en) * 2015-12-18 2016-06-01 武汉开目信息技术有限责任公司 Hybrid genetic algorithm-based MES (Manufacturing Execution System) production planning and scheduling method
CN109359884A (en) * 2018-10-31 2019-02-19 南京航空航天大学 Aviation complex equipment structural member Production Scheduling Problem and rescheduling method
CN112070378A (en) * 2020-08-28 2020-12-11 常州市龙星工业自动化系统有限公司 Production scheduling management method based on logic priority principle by utilizing computer
CN112508309A (en) * 2021-01-29 2021-03-16 深圳坤湛科技有限公司 Intelligent scheduling method, equipment and computer storage medium
CN113433915A (en) * 2021-07-08 2021-09-24 南京航空航天大学苏州研究院 Automatic scheduling algorithm for workshop sheet metal machining
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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117745721A (en) * 2024-02-19 2024-03-22 江苏中天互联科技有限公司 Scheduling plan optimization method based on identification analysis and related equipment
CN117745721B (en) * 2024-02-19 2024-05-07 江苏中天互联科技有限公司 Scheduling plan optimization method based on identification analysis and related equipment

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