TWI509539B - Method and apparatus for scheduling - Google Patents

Description

Scheduling device and method thereof

This invention relates to a scheduling apparatus, and more particularly to a scheduling apparatus and method therefor.

There are many service models in the society, which are in limited service units, such as conference rooms, operating rooms or massage rooms, with a variety of service attributes, but only one service can be performed in one service unit at the same time, and each service Both have multiple service attributes, such as service time, stock status or machine work settings.

Most of the traditional arrangement methods use artificial judgment. However, each service person (such as a doctor, nurse, or counter lady) determines the user's situation as a subjective judgment, or the service person asks the user when the user is available in the time slot of the service unit's execution time table. The user is placed in the timetable.

In this case, the service unit may discharge two services with different service attributes in a continuous time, and the service personnel preparation or machine work setting is not smooth. Furthermore, the users in the scheduled timetable may be temporarily unable to appear, resulting in a gap in the schedule, and the prepared materials or machine work settings need to be adjusted to match the next user, resulting in service personnel. And the burden of machine operation.

Therefore, how to efficiently allocate a plurality of users into a limited service unit and satisfy the service attributes required by each user is an issue that the inventors of the present case and the technical fields engaged in the related industries desire to improve.

In view of this, the present invention provides a scheduling method for programming a plurality of users into a schedule of a plurality of service units, each service unit having a plurality of service attributes, and the scheduling method includes: obtaining a pre-perform of each user Row data, each pre-arranged data has a plurality of feature weights, and then, the pre-arranged data of the users is set as a first matrix, and the service units are set as a second matrix, and the first matrix is Interacting with the second matrix to generate a weight parameter combination, wherein the weight parameter combination has a plurality of weight values, and finally, each user is scheduled to one of the service units according to the weight parameter combination to generate an arrangement result.

In one embodiment, the present invention also provides a computer program product, which can be implemented by loading a program via a computer and executing the scheduling method as described above.

In an embodiment, the present invention also provides a scheduling device for programming a plurality of users into a schedule of a plurality of service units, each user having pre-arranged data, each service unit having a plurality of service attributes, The scheduling device includes: an input module, a scheduling module, and an output module. The input module receives the pre-arranged data, wherein each pre-arranged data has a feature weight. The scheduling module generates a combination of the weighting parameters of the pre-arranged data for the service unit, and associates the pre-arranged data with at least one of the service units according to the combination of the weighting parameters, wherein the weighting parameter combination has a plurality of weighting values. The output module is connected to the scheduling module, and the output module is used to output a scheduling result. The scheduling module sets the pre-arranged data as the first matrix, sets the service unit as the second matrix, and interacts the values of the first matrix and the second matrix to obtain the weight parameter combination.

The invention can use the scheduling device to regulate a limited service unit to be discharged into a plurality of user departments, the pre-arranged data (user data) of the scheduled schedule, the waiting schedule, and the weight of the pre-arranged data for the service unit. Combination of parameters, and the same type of services (such as inspection) are lined together, and the schedules suitable for these users are selected to facilitate the setting of service units (such as inspection machines), thereby reducing the burden on the service unit, thereby enabling The service unit is an efficient service user.

The detailed features and advantages of the present invention are set forth in the Detailed Description of the Detailed Description of the <RTIgt; </ RTI> <RTIgt; </ RTI> </ RTI> </ RTI> <RTIgt; The objects and advantages associated with the present invention can be readily understood by those skilled in the art.

BRIEF DESCRIPTION OF THE DRAWINGS Figure 1 is a functional block diagram of one embodiment of a scheduling apparatus of the present invention. The scheduling device 1 is configured to arrange a plurality of users into a schedule of the plurality of service units S, each user having a pre-arranged data D, wherein each pre-arranged data D has at least one feature weight C (as shown in FIG. 5) Shown), and each service unit S has a plurality of service attributes A.

Among them, since the service, urgency and appointment waiting time of each user may be different, the relevant information of the user and the service is set in each pre-arranged data D, and the related information is The feature weight C of the pre-arranged data D.

The service unit S is an object to be queued for use by a plurality of users. The service unit S can be, for example, a conference room, an operating room, an examination room or a massage in different applications. Room and so on. Service attribute A is a status parameter of service unit S, such as job settings and operational parameters. The plurality of service units S may be set by the manager to have the same or different service attributes A, such as setting the same or different inspection services on the machine, or providing the same or different services in different spaces. Alternatively, the service attribute A is a load amount or a use time setting of the service unit S, and the like.

Referring to FIG. 1 , the scheduling device 1 includes an input module 10 , a scheduling module 20 , and an output module 30 . The input module 10 receives the pre-arranged data D. The scheduling module 20 generates a weighting parameter combination 40 for the pre-arranged data D for the service unit S, and associates the pre-arranged data D with at least one of the service units S according to the weighting parameter combination 40, wherein the weighting parameter combination 40 has a plurality of Weight value W. The output module 30 is connected to the scheduling module 20, and the output module 30 is configured to output a scheduling result 50.

2A and 2B are schematic views of an embodiment of a scheduling module of the scheduling device of the present invention. Here, the first embodiment will be described with reference to FIGS. 1 , 2A, and 2B.

In the first embodiment, the scheduling apparatus 1 of the three pre-discharging user data D1-D3 input to the input module 10, and to schedule a pre-discharge period T ₁ -T ₃ the data into the D1-D3 Service unit S1-S3. The scheduling module 20 generates a weight value W and a weight parameter combination 40 for each service unit S1-S3 according to each pre-arranged data D1-D3, and associates the pre-array data D1-D3 with the service unit S1- according to the weight parameter combination 40. S3.

Here, it is assumed that the service units S1-S3 are each set to different working states, and it is assumed that the input pre-arranged data D1-D3 are required to serve the service units S1-S3, so that the scheduling module 20 is based on the pre-arranged data. The characteristic weight of D is matched with each service unit S The service attribute A is used to generate a weight parameter combination 40, and each weight value W in the weight parameter combination 40 is generated by the feature weight C of each pre-arranged data D and each service unit S.

For example, the pre-arranged data D1 generates a weight value W for the service unit S1, and the pre-arranged data D1 generates another weight value W for the service unit S2, and so on, and the pre-arranged data D1-D3 are generated for the service units S1-S3. The weight parameter combination 40 has a total of 9 weight values W.

Referring to FIG. 2A, the scheduling module 20 may include an arithmetic unit 21 for setting the pre-arranged data D as the first matrix M1, the service unit S as the second matrix M2, and the first matrix M1 and the first matrix. The two matrix M2 interacts to obtain a weight parameter combination 40.

In some implementations, the operator 21 may arrange the orchestration order according to the weight parameter combination 40 and display the arrangement result 50 via the output module 30.

In some implementations, the scheduling module 20 can be implemented by an arithmetic unit. Referring to FIG. 2B, the operator 21 sets the feature weight C of each pre-arranged data D to the feature matrix M3, and sets the service attribute A of each service unit S to the attribute matrix M4, wherein the feature matrix M3 and attributes are used. The matrix M4 is interactively operated to obtain each weight value W.

The feature weight C of each pre-arranged data D may be corresponding to the service attribute A of each service unit S in a multi-dimensional matrix to generate a weight parameter combination 40, such as the feature matrix M3 of the first pre-arranged data D1 and the first service unit. The attribute matrix M4 of S is interactively obtained to obtain a weight value W, which can be expressed as W _{( D 1, S 1)} , and the weight value W generated by all the pre-arranged data D and the service attribute A is a weight parameter combination 40, which can be expressed as W _DS .

In some implementations, the interaction operation may be any one or a combination of addition, multiplication, dot, cross, and convolution. However, the present invention is not limited thereto. The method is such that the feature weight C of each pre-arranged data D is corresponding to the service attribute A of each service unit S, and the value of each weight value W is generated, so that the matrix, the graph or the arithmetic expression can be adjusted according to actual needs, or The programming language integrates the interactive operation method and the like to express the feature weight C of each pre-arranged data D corresponding to each weight value W and the weight parameter combination 40 of the service attribute A of each service unit S.

For example, the feature weight C may be provided with a wait weight C1, an emergency weight C2, a sequential weight C3, or a time period weight C4. The service attribute A may be an operation time parameter A1, a work setting parameter A2, a stock preparation state parameter A3, or a fault parameter A4. However, the present invention is not limited thereto, and is used herein as an example. The setting of the feature weight C and the service attribute A can be adjusted according to actual use conditions.

As in the first embodiment, if the pre-discharge information for an order of D1, the preprogrammed sequence of C3 weights higher data D1, D1 and thus preprogrammed data service unit S1 to the right of the period T to produce _a weight value W high wherein when the data D2-D3 preprogrammed emergency no higher weights C2, C1, or the value of the right waiting period weights C4, in the period T ₁ into the pre-discharge information D1, and according to the order of pre-discharge information D1 in period T ₂ into the service unit S2, and in the period T ₃ unit 53 into service.

In this case, when the pre-arranged data D2-D3 is connected to the schedule, the pre-arranged data D1 and its time period T are excluded, and then the pre-arranged data D2-D3 is selected from the weight parameter combination 40 to have a higher weight value W. Arranged into the schedule.

Based on this, the scheduling module 20 discharges the pre-arranged data D1-D3 into the service units S1-S3 according to the weight value W of the weight parameter combination 40, thereby providing the services required by the user.

In the second embodiment, taking the nuclear medicine department as an example, there are only 2 to 3 inspection machines in the general examination room, but about 20 kinds of inspections are required every day, and the time required for each inspection and the time period that can be performed The system is different, and the patient's urgency is different depending on the source. Here, the scheduling device 1 is used to schedule each patient (ie, the pre-arranged data D) and the machine (ie, the service unit S) to facilitate medical clinical work. Here, it is assumed that the three machines are service units S1-S3, and the work setting parameters A2 are all different.

In order to enable a small number of inspection machines to cooperate to provide various inspections, a work weight C5 may be provided at the feature weight C, and the work weight C5 may represent the classification of each inspection. Therefore, the pre-arranged data D can be classified into several consecutive inspections, and the working setting parameter A2 of the service unit S is respectively set to be a continuous inspection operation, or if a large amount of pre-arranged data D corresponds to several inspections, The service unit S has a corresponding setting operation setting parameter A2. Furthermore, if the check is corresponding to a very small amount of pre-arranged data D, the longer the time that the pre-arranged data D is waiting to be discharged into the scheduling period, and the waiting weight C1 of the pre-arranged data D is increased.

At this time, the pre-arranged data D is scheduled to the time period T by considering the higher waiting weight value C1, the emergency weight value C2, the order weight value C3, or the time period weight value C4. For example, if there are emergency weights C2 and sequential weights C3 in the feature weights C of the plurality of pre-arranged data D, the pre-arranged data D has values corresponding to the first to third service units S1-S3, and this The pre-arranged data D produces a sequential order and schedules the pre-arranged data D to the service units S1-S3.

In some implementations, if there is a temporary event of a special case (such as when the service machine fails or the patient's condition is aggravated and needs to be checked immediately), the scheduling module 20 may also have a temporary control unit (not shown) to temporarily The event is queued to result 50 and informs the regulatory status of the scheduled user schedule.

In some implementations, the temporary control unit may transition the service attribute A, and the pre-arranged data D of the minority higher waiting weight C1 is discharged for a period T below the continuous period T.

In some implementations, if a minority of the pre-arranged data D has a waiting weight C1 that is increased to a threshold, the service personnel can manually adjust the service attribute A of the service unit S, or pre-distribute the data in advance in the time period T. D, the input pre-arranged data D is scheduled in the time period T.

In some implementations, when the service attribute A is changed, if the feature weight C of the pre-arranged data D is capable of generating a weight value W for the service unit S after the service attribute A is transformed, it will be associated with the service attribute A. The pre-arranged data D is discharged into the service unit S.

Figure 3 is a functional block diagram of one embodiment of the scheduling apparatus of the present invention. Here, the scheduling device 1 further has an adjustment module 60 for updating the schedule and regulating the schedule.

Referring to FIG. 3, the adjustment module 60 is connected to the output module 30 and the scheduling module 20. The adjustment module 60 is used to update the pre-arranged data D or control each service attribute A, and recalculate the weights via the scheduling module 20. The parameter combination 40, and the result of the arrangement is updated 50.

In some implementations, the adjustment module 60 further has an association unit 61 and a receiving unit 62. The contact unit 61 is configured to notify each user of the time period T scheduled for each pre-arranged data D. The receiving unit 62 is configured to receive a reply message from the user.

In the second embodiment, after the arrangement result 50 is discharged into the time period T, the contact unit 61 notifies each user according to each pre-arranged data D, and if the user replies to the scheduled schedule, the confirmation row is confirmed. Cheng. Otherwise, the adjustment module 60 transmits the pre-arranged data D that has not been scheduled into the schedule to the scheduling module 20 and increases the waiting weight C1.

In this case, the scheduling module 20 merges the unscheduled data D of the unscheduled schedule into the pre-arranged data D input by the input module 10, and the scheduling module 20 vacates the scheduling period (ie, the user) Reply to the time slot that is dissatisfied and vacated) to join the schedule for the next period of time, and the vacancy in the same period is not refilled with the same pre-arranged data D as before.

In other words, the scheduling of each time period is to merge the vacancies of the scheduling of the previous time period into the time period, and pre-arrange the data D, the pre-arranged data D that is not discharged into the scheduling in the previous period, and the pre-arranged data D of the time period. And the weight parameter combination 40 of each time period is generated by the feature weight C of the combined pre-arranged data D and the service attribute A of the service unit S.

Figure 4 is a flow chart of one embodiment of the scheduling apparatus of the present invention. Figure 5 is a schematic illustration of one embodiment of a scheduling apparatus of the present invention.

Referring to FIG. 3, FIG. 4 and FIG. 5, first, each user's pre-arranged data D is obtained, and each pre-arranged data D has a plurality of feature weights C (S100). Here, the five pre-arranged data D1-D5 of the first user to the fifth user are taken as an example. Then, according to the feature weights C of the users and the service attributes A of the service units S, the weight parameter combination 40 is generated, wherein the weight parameter combination 40 has a plurality of weight values W (S101). According to the weight parameter combination 40, each user is scheduled to one of the service units S to generate an arrangement result 50 (S102). Each user is notified of the time period scheduled for each of the pre-arranged materials D (S103). If the user returns If the user agrees to the schedule (S104), the schedule is confirmed. If the user replies with the disagreement schedule, the adjustment module 60 transmits the pre-arranged data D that has not been scheduled into the schedule to the scheduling module 20 and increases the waiting. Weight, and then enter the next time period schedule.

As in the second embodiment, if the service unit S1 is a bone scan, the service unit S2 is a liver scan, the service unit S3 is a kidney scan, and if the first user needs to perform a bone scan, a liver scan, and a kidney scan, The second user only needs to do a liver scan, the third user only needs to do a kidney scan, and the fourth user needs to do a liver scan, but has been waiting for a long time (may not be scheduled in the previous schedule) If the user replies with different factors such as scheduling or temporary delay, the fifth user only needs to do a bone scan, but the doctor's order is urgent.

At the beginning, only the first to third users of the pre-arranged data D1-D3 are input to the input module 10, since only the pre-arranged data D1 has the order weight C3, so that the user can be in a continuous period of time. T ₁ -T ₃ completes the required inspection service, and for the respective service units S1-S3 in the weight parameter combination 40, the weight values W of the pre-arranged data D1-D3 are the same, so that the pre-arranged data D1 can be The one of the time periods T ₁ -T _{3 of the} service units S1 - S3 is discharged, and the pre-arranged data D2 and the pre-arranged data D3 can be arranged in the same period of time as the pre-arranged data D1.

Then, the fourth and fifth users' pre-arranged data D4-D5 are input to the input module 10. At this time, the pre-arranged data D4 has a higher waiting weight C1 for the service unit S2, and the pre-arranged data D5 has a higher emergency weight C2 for the service unit S1. Thus, the service unit S1, the data D5 right preprogrammed weight value W may be greater than a pre-discharge information D1 weight value W, and the data D5 into the pre-discharge period T _1, and the data D1 into the pre-discharge period T ₂ . Moreover, for the service unit S2, the pre-arranged data D1 has been discharged into the time period T _{2 of the} service unit S2, and the weight value W of the pre-arranged data D4 is greater than the weight value W of the pre-arranged data D1 and the pre-arranged data D2, and The pre-arranged data D4 is discharged into the time period T ₁ , and the pre-arranged data D2 is discharged into the time period T ₂ , and the pre-arranged data D1 is discharged into the time period T ₃ . Finally, for the service unit S3, since the pre-arranged data D1 has the order weight C3, the pre-arranged data D1 can only be arranged in the time period T ₁ to facilitate the user to complete the required time period T ₁ -T ₃ Check the service and discharge the pre-arranged data D3 into the time period T ₂ .

In this case, the adjustment module 60 receives the arrangement result 50, the contact unit 61 notifies each user of the time period T scheduled by each pre-arranged data D in the arrangement result 50, and the receiving unit 62 receives the reply message of the user to determine the current time. schedule. If the user replies with the disagreement schedule, the pre-arranged data D that is not discharged into the schedule will be transmitted to the scheduling module 20 and the waiting weight C1 is increased, and then the next time period schedule is entered.

However, the present invention is not limited thereto. In the above embodiment, after the scheduling period T ₁ -T _{3 , the} adjustment module 60 updates the pre-arranged data D or controls each service attribute A, and returns to the foregoing characteristic right. The value C and the service attribute A of the service unit S, the step of generating the weight parameter combination 40, proceeds to the next time period schedule. Alternatively, after each scheduling period T, the adjustment module 60 may update the pre-arranged data D, that is, when a user's pre-arranged data D is selected for the discharge schedule, the pre-update is re-updated. The data D is entered into the scheduling module 20, and the weight parameter combination 40 is recalculated, and the pre-arranged data D of another user is discharged into the scheduling.

The adjustment module 60 receives the pre-arranged data D that is not discharged into the scheduling result 50 and transmits it to the scheduling module 20, and adjusts each service attribute according to the scheduled result 50. A. Moreover, the scheduling module 20 receives the pre-arranged data D that is not currently scheduled into the schedule and the newly added pre-arranged data D (also referred to as the first pre-arranged data) of the next time period schedule, and re-updates the pre-arranged data D (ie, Generate a second pre-scheduled data).

Based on this, the weight parameter combination 40 of the next time period schedule is generated according to the updated pre-arranged data D (second pre-arranged data), the scheduled arrangement result, and the adjusted service attribute A, thereby generating the next The scheduling result of the time schedule.

In some implementations, if a large amount of pre-arranged data D corresponds to one of the working setting parameters A2, the working state of the plurality of service units S can be set to be the same, that is, the working setting parameter A2 is the same. A large number of identical pre-sorted data D can be processed.

In some implementations, if the number of pre-arranged data D is small, the working setting parameter A2 of the service unit S may be merged. If the pre-arranged data D is used, the service attribute of the continuous working setting parameter A2 is set to the same service unit S. And a few of the service units S are closed, thereby saving the resources of the service unit S.

In some implementations, the present invention can be a computer program product that can be implemented by loading the program via a computer and executing the scheduling method as described in any embodiment. The input module 10 can be a keyboard, a mouse, a port or a touch screen for inputting the pre-arranged data D, and the output module 30, if the scheduling method of the present invention is installed in the computer device by the computer program product. A computer peripheral that can be used to format the results of the screen 50, the network, or a combination thereof. The scheduling module 20 can be a central processing unit (CPU) that executes the computer program product of the present invention. Moreover, the adjustment module 60 can be a software and hardware with a short message, and can be combined with the computer device, and the parameters of the reply message, such as the parameters of the agreed scheduling or the pre-arranged data D that do not agree to the scheduling, are transmitted to the scheduling. Module 20.

The operation of the scheduling module 20 and the adjustment module 60 may be used to write computer code for performing the operations of the present invention in any combination of one or more programming languages. The code language includes object-oriented programming languages (such as Java, Smalltalk, C++, or the like) and conventional programming languages (such as C programming languages or similar programming languages).

The invention can use the scheduling device to regulate a limited service unit to be discharged into a plurality of user departments, the pre-arranged data (user data) of the scheduled schedule, the waiting schedule, and the weight of the pre-arranged data for the service unit. Combination of parameters, and the same type of services (such as inspection) are lined together, and the schedules suitable for these users are selected to facilitate the setting of service units (such as inspection machines), thereby reducing the burden on the service unit, thereby enabling The service unit is an efficient service user.

Although the technical content of the present invention has been disclosed in the above preferred embodiments, it is not intended to limit the present invention, and any modifications and refinements made by those skilled in the art without departing from the spirit of the present invention are encompassed by the present invention. The scope of protection of the present invention is therefore defined by the scope of the appended claims.

1‧‧‧ scheduling device

10‧‧‧Input module

20‧‧‧ scheduling module

21‧‧‧Operator

30‧‧‧Output module

40‧‧‧weight parameter combination

W‧‧‧ weight value

50‧‧‧Organized results

60‧‧‧Adjustment module

61‧‧‧Contact unit

62‧‧‧ receiving unit

D‧‧‧Pre-arrangement information

D1-D3‧‧‧ Pre-arranged data

C‧‧‧Characteristics

C1‧‧‧waiting weight

C2‧‧‧emergency

C3‧‧‧ Order weight

C4‧‧‧ time period weight

S‧‧‧ service unit

S1-S3‧‧‧ service unit

A‧‧‧ service attributes

A1‧‧‧ time parameters

A2‧‧‧ work setting parameters

A3‧‧‧ Stock status parameters

A4‧‧‧ Fault parameters

M1‧‧‧ first matrix

M2‧‧‧ second matrix

M3‧‧‧Character Matrix

M4‧‧‧ attribute matrix

T‧‧‧ session

T ₁ -T ₃ ‧‧‧

BRIEF DESCRIPTION OF THE DRAWINGS Figure 1 is a functional block diagram of one embodiment of a scheduling apparatus of the present invention.

2A is a schematic view (1) of an embodiment of a scheduling module of the scheduling device of the present invention.

2B is a schematic view (2) of an embodiment of a scheduling module of the scheduling device of the present invention.

Figure 3 is a functional block diagram of another embodiment of the scheduling device of the present invention.

Figure 4 is a flow chart of one embodiment of the scheduling apparatus of the present invention.

Figure 5 is a schematic illustration of one embodiment of a scheduling apparatus of the present invention.

1‧‧‧ scheduling device

10‧‧‧Input module

20‧‧‧ scheduling module

30‧‧‧Output module

40‧‧‧weight parameter combination

50‧‧‧Organized results

60‧‧‧Adjustment module

61‧‧‧Contact unit

62‧‧‧ receiving unit

D‧‧‧Pre-arrangement information

Claims (10)

A scheduling method for programming a plurality of users into a schedule of a plurality of service units, each of the service units having a plurality of service attributes, the scheduling method comprising: obtaining a pre-arranged data of each of the users, Each of the pre-arranged data has a plurality of feature weights; the pre-arranged data of the users is set as a first matrix, and the service units are set as a second matrix; a second matrix interaction operation to generate the weight parameter combination, wherein the weight parameter combination has a plurality of weight values; and according to the weight parameter combination, each of the users is scheduled to one of the service units to generate A result of the arrangement. The scheduling method of claim 1, wherein the weight parameter combination is generated according to the feature weights of the users and the service attributes of the service units, including: each of the pre-arranged data The feature weights are set as a feature matrix, and the service attributes of each of the service units are set as an attribute matrix; and the feature matrix is interoperated with the attribute matrix to obtain each of the weight values. The scheduling method according to claim 1 or 2, wherein the interaction operation is a convolution operation, and each of the feature weights is generated corresponding to the weight value of each of the service attributes. The scheduling method of claim 1, wherein each user is scheduled to one of the service units according to the weight parameter combination, and the step of generating the result is further included: Notifying each user of the time period scheduled for each of the pre-arranged materials; adjusting the service attributes according to the scheduled arrangement result; integrating a first pre-arranged data with the pre-arranged data not included in the arrangement result And generating a second pre-arranged data; and performing the foregoing interaction between the first matrix and the second matrix according to the second pre-sorted data, the scheduled result of the scheduling, and the adjusted service attributes To generate the combination of the weight parameter parameters. A computer program product, which can be implemented by loading the program via a computer and executing the scheduling method according to any one of claims 1 to 4. A scheduling device for programming a plurality of users into a schedule of a plurality of service units, each of the users having a pre-arranged data, each of the service units having a plurality of service attributes, the scheduling device comprising: The input module receives the pre-arranged data, wherein each of the pre-arranged data has a feature weight; and a scheduling module generates the pre-arranged data for one of the weighting parameter combinations of the service units, and according to the The weight parameter combination respectively associates the pre-arranged data to at least one of the service units, wherein the weight parameter combination has a plurality of weight values; and an output module is connected to the scheduling module for outputting one Arranging the result; wherein the scheduling module sets the pre-arranged data as a first matrix, sets the service units as a second matrix, and interacts the values of the first matrix and the second matrix The weight parameter combination is obtained. The scheduling module is the scheduling device according to claim 6, wherein the scheduling module sets the feature weight of each of the pre-arranged data as a feature matrix, and the service attribute of each service unit is set. An attribute matrix is obtained, and the feature matrix is inter-operated with the attribute matrix to obtain each weight value. The scheduling device according to claim 6 or 7, wherein the interaction operation is a convolution operation, and each of the feature weights is generated corresponding to the weight value of each service attribute. The scheduling device of claim 6, further comprising: an adjustment module, receiving the scheduling result, and transmitting the pre-arranged data that is not discharged into the scheduling result to the scheduling module, and according to the scheduled The orchestration result adjusts each of the service attributes. The scheduling device of claim 9, wherein the scheduling module receives the pre-arranged data and the first pre-arranged data that are not discharged into the programming result, and generates a second pre-arranged data, and according to the second The pre-arranged data, the scheduled result of the arrangement, and the adjusted service attributes are changed, and the weight parameter combination and the arrangement result are changed.