CN110825055A - Hybrid production workshop energy-saving scheduling method considering continuous processing of heating furnace - Google Patents
Hybrid production workshop energy-saving scheduling method considering continuous processing of heating furnace Download PDFInfo
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Abstract
本发明公开了考虑加热炉连续性加工的混合生产车间节能调度方法,以绿色制造、节能生产为目标,考虑了具有加热炉设备的连续加工阶段与机加工设备的间歇加工阶段,分析了不同制造阶段加工设备的多种状态,建立机加工设备与加热炉设备在生产调度中以能量消耗为目标的优化函数。该模型通过以下步骤:建立间歇加工设备在多种时间状态下的能耗模型;建立连续阶段的加热炉设备在多种时间状态下的能耗模型;构建混合生产车间节能调度模型的目标函数。本发明为混合生产车间建立了能耗优化模型,通过运用该模型解决考虑加热炉连续性加工的混合生产车间节能调度问题。
The invention discloses an energy-saving scheduling method for a mixed production workshop considering the continuous processing of a heating furnace, aiming at green manufacturing and energy-saving production, considering the continuous processing stage with heating furnace equipment and the intermittent processing stage of machining equipment, and analyzes different manufacturing processes. The various states of the processing equipment in the stage are established, and the optimization function of the machining equipment and the heating furnace equipment with the energy consumption as the goal in the production scheduling is established. The model goes through the following steps: establishing the energy consumption model of batch processing equipment in various time states; establishing the energy consumption model of continuous stage heating furnace equipment in various time states; The invention establishes an energy consumption optimization model for the mixed production workshop, and solves the energy saving scheduling problem of the mixed production workshop considering the continuous processing of the heating furnace by using the model.
Description
技术领域technical field
本发明涉及混合生产车间的调度技术,尤其是针对考虑加热炉连续性加工与间歇加工的一种混合生产车间节能调度模型的建模方法,属于先进制造控制与调度技术领域。The invention relates to a scheduling technology of a mixed production workshop, in particular to a modeling method for an energy-saving scheduling model of a mixed production workshop considering continuous processing and intermittent processing of a heating furnace, and belongs to the technical field of advanced manufacturing control and scheduling.
背景技术Background technique
在现代制造技术的快速发展下,生产调度领域的研究重点逐渐以智能制造和绿色制造为主,尤其在可持续发展规划的驱动下,能源已成为制造企业最重要的资源之一,如何减少制造过程中能量损耗是一个亟待解决的制造问题。With the rapid development of modern manufacturing technology, the research focus in the field of production scheduling is gradually focusing on intelligent manufacturing and green manufacturing. Especially driven by sustainable development planning, energy has become one of the most important resources for manufacturing enterprises. How to reduce manufacturing The energy loss in the process is a manufacturing problem that needs to be solved urgently.
加工车间节能调度问题广泛存在于实际生产车间中,在混合加工车间的加工阶段,热处理等热加工设备(如:加热炉)的能耗明显高于机加工等冷加工设备,然而由于加热炉设备的过程难于控制,能量损失无法精确统计,因此目前大多数的生产节能调度的研究对象都是间歇式的机加工生产设备,研究重点都是以机加工设备的开关机策略为主,如专利CN107844104A提出的考虑关机重启策略的柔性作业车间节能调度的建模方法,专利CN106020142A中提出考虑能耗成本的柔性作业车间调度方法,以及专利CN104808636A提出柔性流水车间能耗优化调度方法等。The problem of energy-saving scheduling in processing workshops widely exists in actual production workshops. In the processing stage of mixed processing workshops, the energy consumption of thermal processing equipment such as heat treatment (such as heating furnaces) is significantly higher than that of cold processing equipment such as machining. The process is difficult to control, and the energy loss cannot be accurately counted. Therefore, most of the current research objects of production energy-saving scheduling are intermittent machining production equipment, and the research focus is mainly on the switching strategy of machining equipment. The modeling method of flexible job shop energy-saving scheduling considering shutdown and restart strategy, patent CN106020142A proposed a flexible job shop scheduling method considering energy consumption cost, and patent CN104808636A proposed a flexible flow shop energy consumption optimization scheduling method, etc.
加热炉设备在生产工程中能耗难以精确计算,导致能量损失严重,同时加热炉设备加工的后续连续性,增加了生产调度的难度。因此建立加热炉设备生产过程的能量损失模型,以加热炉设备与加机工设备总体能耗为目标,通过生产调度技术实现制造过程中的绿色制造是十分价值的。It is difficult to accurately calculate the energy consumption of heating furnace equipment in production engineering, resulting in serious energy loss. At the same time, the subsequent continuity of heating furnace equipment processing increases the difficulty of production scheduling. Therefore, it is very valuable to establish an energy loss model for the production process of heating furnace equipment, aiming at the overall energy consumption of heating furnace equipment and processing equipment, and to achieve green manufacturing in the manufacturing process through production scheduling technology.
发明内容SUMMARY OF THE INVENTION
本发明中建立的考虑加热炉连续性加工的混合生产车间节能调度模型以绿色制造、节能生产为目标,考虑了具有加热炉设备的连续加工阶段(如:热处理阶段)与机加工设备的间歇加工阶段,分析了不同制造阶段加工设备的多种状态,建立机加工设备与加热炉设备在生产调度中以能量消耗为目标的优化函数。The energy-saving scheduling model of the hybrid production workshop considering the continuous processing of the heating furnace established in the present invention aims at green manufacturing and energy-saving production. During the production scheduling, the various states of processing equipment in different manufacturing stages are analyzed, and the optimization function of machining equipment and heating furnace equipment is established with the energy consumption as the goal in production scheduling.
本发明采用的技术方案为考虑加热炉连续性加工的混合生产车间节能调度方法,该方法所实施的一批任务中,总能耗根据不同类型的加工阶段,分为连续加工阶段能耗和间歇阶段能耗,连续加工阶段以加热炉设备为主,加热炉设备一旦开启直到最后加工完成一直处于加热状态,对于间歇加工阶段的设备,在生产中有加工、待机、开关机等状态,因此总能耗Ea由间歇加工阶段的操作能耗Ee-ope,待机能耗Ee-standby,开关机能耗Ee-on/off和连续阶段的加热炉设备能耗Ef-run组成,描述为以下公式:The technical solution adopted in the present invention is an energy-saving scheduling method for a mixed production workshop considering the continuous processing of the heating furnace. In a batch of tasks implemented by the method, the total energy consumption is divided into continuous processing phase energy consumption and intermittent processing phase energy consumption according to different types of processing stages. Stage energy consumption, the continuous processing stage is dominated by heating furnace equipment. Once the heating furnace equipment is turned on until the final processing is completed, it will remain in the heating state. For the equipment in the intermittent processing stage, there are processes such as processing, standby, and power on/off in production. The energy consumption E a is composed of the operation energy consumption E e-ope of the batch processing stage, the standby energy consumption E e-standby , the switching energy consumption E e-on/off and the heating furnace equipment energy consumption E f-run of the continuous stage. is the following formula:
Ea=Ee-ope+Ee-standby+Ee-on/off+Ef-run (1)E a =E e-ope +E e-standby +E e-on/off +E f-run (1)
S1.建立间歇加工设备在多种时间状态下的能耗模型S1. Establish the energy consumption model of batch processing equipment under various time states
加工设备在生产过程中会处于多种不同的状态,采用多种不同的时间因素来表示加工设备的生产过程状态,分析在不同状态下加工设备的能耗。间歇式加工阶段下设备的多种时间因素组成为:加工设备间隔时间Tg、准备时间Tr、加工时间Tp、调整时间Ts。准备时间和调整时间状态下,设备处于待机状态;加工时间状态下,设备处于工作状态;加工设备间隔时间状态下,设备采用开关机策略,设备将会有两种状态:待机和开关机状态。The processing equipment will be in a variety of different states during the production process. Various time factors are used to represent the production process state of the processing equipment, and the energy consumption of the processing equipment in different states is analyzed. The various time factors of the equipment in the batch processing stage are composed of: the processing equipment interval time T g , the preparation time Tr , the processing time T p , and the adjustment time T s . In the preparation time and adjustment time state, the equipment is in the standby state; in the processing time state, the equipment is in the working state; in the processing equipment interval time state, the equipment adopts the switch strategy, and the equipment will have two states: standby and switch state.
1)间歇加工阶段的操作能耗Ee-ope 1) Operational energy consumption E e-ope of batch processing stage
对于间歇加工阶段机加工设备的操作能耗,主要是设备在正常加工状态下的能耗,表示为:For the operating energy consumption of machining equipment in the batch processing stage, it is mainly the energy consumption of the equipment in the normal processing state, which is expressed as:
2)间歇加工阶段的待机能耗Ee-standby 2) Standby energy consumption E e-standby in batch processing stage
对于单台设备加工单个工件的待机能耗,是从该单台设备加工完成上一个工件x时刻开始到这次工件i的开始准备时刻这段时间内,在待机功率下产生的能耗即间歇加工阶段的待机能耗Ee-standby,由三部分组成:设备的准备状态、设备调整状态、以及单台设备在工件之间的等待状态,表示如下:For the standby energy consumption of a single piece of equipment to process a single workpiece, the energy consumption generated under the standby power is intermittent during the period from the moment when the single piece of equipment completes the processing of the previous workpiece x to the time when the workpiece i starts to prepare. The standby energy consumption E e-standby in the processing stage consists of three parts: the preparation state of the equipment, the adjustment state of the equipment, and the waiting state of a single equipment between workpieces, which is expressed as follows:
判断间隔时间参数Gij表示设备在加工两个工件之间时是否处于待机状态,如果实际间隔时间小于或等于平衡间隔时间,则设备在间隔状态下处于待机状态,表示如下:The judgment interval time parameter G ij indicates whether the equipment is in a standby state when processing two workpieces. If the actual interval time is less than or equal to the balance interval time, the equipment is in a standby state in the interval state, as follows:
计算每个工件的每个工艺在每台设备上的间隔时间Tij g,对于第i个工件在第j个加工阶段上上加工,第x个工件表示该设备上第i个工件的前一个工件号,间隔时间表示如下:Calculate the interval time T ij g of each process of each workpiece on each equipment, for the i-th workpiece to be processed on the j-th processing stage, the x-th workpiece represents the previous i-th workpiece on the equipment. The workpiece number, the interval time is expressed as follows:
计算平衡间隔时间Tj b,通过计算设备开关机的能量与设备待机功率的比值得出,平衡间隔时间表示如下:Calculate the balancing interval time T j b , which is obtained by calculating the ratio of the energy of the equipment on and off and the standby power of the equipment. The balancing interval time is expressed as follows:
3)间歇加工阶段的开关机能耗Ee-on/off;3) Switching machine energy consumption E e-on/off in batch processing stage;
对于设备的开关机能耗,在调度过程中单台设备工件完成加工之后等下一个工件运送到达之前的时间段如果过长,则选择开关机策略来节能,表示如下:For the power consumption of the equipment on and off, if the time period before the next workpiece arrives after the processing of a single piece of equipment is completed in the scheduling process is too long, the on-off strategy is selected to save energy, which is expressed as follows:
S2.建立连续阶段的加热炉设备在多种时间状态下的能耗模型;S2. Establish the energy consumption model of the continuous stage heating furnace equipment under various time states;
加热过程依据加热炉的控制器,根据不同时间的状态,将加热过程设定为以下阶段:The heating process is based on the controller of the heating furnace, and the heating process is set to the following stages according to different time states:
阶段1:空炉加热,等快到设定温度之后,控制器调节PWM的占空比,保证炉温平缓接近设定温度;Stage 1: Empty furnace heating, after the set temperature is approached, the controller adjusts the PWM duty cycle to ensure that the furnace temperature is gently close to the set temperature;
阶段2:微调炉温,保证炉温稳定保持在设定温度;Stage 2: Fine-tune the furnace temperature to ensure that the furnace temperature is stably maintained at the set temperature;
阶段3:放置坯料和取出坯料的阶段;Stage 3: The stage of placing the blank and taking out the blank;
阶段4:坯料的加热阶段,加热使炉温恢复到设定温度;Stage 4: The heating stage of the billet, heating to restore the furnace temperature to the set temperature;
阶段5:坯料的保温阶段,稳定保持在设定温度;Stage 5: The heat preservation stage of the billet, which is stably maintained at the set temperature;
阶段6:加热炉加热完成所有工件的任务之后关闭,炉温降至室温。Stage 6: The heating furnace is closed after all the tasks of the workpiece are completed, and the furnace temperature is lowered to room temperature.
则连续阶段的加热炉设备能耗(Ef-run)表示如下:Then the energy consumption (E f-run ) of the heating furnace equipment in the continuous stage is expressed as follows:
其中公式(8)的前半段表示每台加热炉加热到设定温度需要的空炉加热和空炉保温所消耗的能耗,后半段表示加热炉炉内有坯料之后,加热这些坯料需要的能耗,其中drf,dra,drp分别代表加热炉通过PWM调节温度中,在空炉加热阶段、稳定炉温阶段和坯料加热阶段的占空比的均值。where the first half of formula (8) Indicates the energy consumption of empty furnace heating and empty furnace heat preservation required to heat each heating furnace to the set temperature, the second half Represents the energy consumption required to heat these billets after there are billets in the heating furnace, where dr f , dra , dr p respectively represent the heating furnace temperature adjustment through PWM, in the empty furnace heating stage, the stable furnace temperature stage and the billet heating stage the mean value of the duty cycle.
S3.构建混合生产车间节能调度模型的目标函数S3. Constructing the objective function of the energy-saving scheduling model of the hybrid production workshop
针对考虑加热炉连续性加工的混合生产车间,分析不同加工阶段类型,建立机加工设备能耗与加热炉设备能耗模型。从电能消耗的角度,建立优化方程如下:Aiming at the mixed production workshop considering the continuous processing of the heating furnace, the types of different processing stages are analyzed, and the energy consumption model of the machining equipment and the heating furnace equipment is established. From the perspective of power consumption, the optimization equation is established as follows:
f=min(R) (9)f=min(R) (9)
s.t.s.t.
在所述数学模型中采用的符号具体如下:The symbols used in the mathematical model are as follows:
本发明以绿色制造、节能生产为目标,考虑了具有加热炉设备的连续加工阶段与机加工设备的间歇加工阶段,分析了不同制造阶段加工设备的多种状态,构建了加热炉设备从开启、加热、取放料等过程的能量变化模型,建立加热炉设备与机加工设备在生产调度中以能量消耗为目标的总能耗优化模型。通过运用该模型解决考虑加热炉连续性加工的混合生产车间节能调度问题。The invention aims at green manufacturing and energy-saving production, considers the continuous processing stage with heating furnace equipment and the intermittent processing stage of machining equipment, analyzes various states of processing equipment in different manufacturing stages, and constructs heating furnace equipment from opening, The energy change model of heating, taking and unloading processes, etc., establishes the total energy consumption optimization model of heating furnace equipment and machining equipment with energy consumption as the goal in production scheduling. By using this model, the energy-saving scheduling problem of mixed production workshop considering the continuous processing of heating furnace is solved.
附图说明Description of drawings
下面结合附图和实施例对本发明进行进一步说明。The present invention will be further described below with reference to the accompanying drawings and embodiments.
图1是同一台机加工设备处理工件的过程示意图。Figure 1 is a schematic diagram of the process of processing workpieces by the same machining equipment.
图2是加热炉状态变化过程示意图。Figure 2 is a schematic diagram of the state change process of the heating furnace.
图3是本发明实施的流程图。Figure 3 is a flow chart of the implementation of the present invention.
具体实施方式Detailed ways
本发明中建立的考虑加热炉连续性加工的混合生产车间节能调度模型以绿色制造、节能生产为目标,考虑了具有加热炉设备的连续加工阶段(如:热处理阶段)与机加工设备的间歇加工阶段,分析了不同制造阶段工件、加工设备的多种状态,建立机加工设备与加热炉设备在生产调度中以能量消耗为目标的生产调度模型。The energy-saving scheduling model of the hybrid production workshop considering the continuous processing of the heating furnace established in the present invention aims at green manufacturing and energy-saving production. In the production scheduling stage, various states of workpieces and processing equipment in different manufacturing stages are analyzed, and a production scheduling model with energy consumption as the goal in production scheduling of machining equipment and heating furnace equipment is established.
一批任务的总能耗根据不同类型的加工阶段,分为连续加工阶段能耗和间歇阶段能耗,连续加工阶段以加热炉设备为主,加热炉设备一旦开启直到最后加工完成一直处于加热状态,对于间歇加工阶段的设备,在生产中有加工、待机、开关机等状态,因此总能耗由间歇加工阶段的操作能耗Ee-ope,待机能耗Ee-standby,开关机能耗Ee-on/off和连续阶段的加热炉设备能耗Ef-run组成,可以描述为以下公式:The total energy consumption of a batch of tasks is divided into continuous processing stage energy consumption and intermittent stage energy consumption according to different types of processing stages. The continuous processing stage is dominated by heating furnace equipment. Once the heating furnace equipment is turned on, it will remain in the heating state until the final processing is completed. , for the equipment in the batch processing stage, there are processing, standby, on-off and other states in production, so the total energy consumption is determined by the operation energy consumption E e-ope of the batch processing stage, the standby energy consumption E e-standby , and the on-off energy consumption E The energy consumption E f-run of the furnace equipment in e-on/off and continuous stages can be described as the following formula:
Ea=Ee-ope+Ee-standby+Ee-on/off+Ef-run (1)E a =E e-ope +E e-standby +E e-on/off +E f-run (1)
下面结合附图以及具体实施方式,对本发明做进一步描述:Below in conjunction with accompanying drawing and specific embodiment, the present invention is further described:
步骤1建立间歇加工设备在多种时间状态下的能耗模型Step 1 Establish the energy consumption model of batch processing equipment under various time states
如图1所示,为同一台机加工设备处理工件的过程与能耗之间的关系。加工设备在生产过程中会处于多种不同的状态,采用多种不同的时间因素来表示加工设备的生产过程状态,分析在不同状态下加工设备的能耗。间歇式加工阶段下设备的多种时间因素组成为:加工设备间隔时间(Tg),准备时间(Tr),加工时间(Tp),调整时间(Ts)。准备时间和调整时间状态下,设备处于待机状态;加工时间状态下,设备处于工作状态;加工设备间隔时间状态下,设备采用开关机策略,设备将会有两种状态:待机和开关机状态。Figure 1 shows the relationship between the process and energy consumption of processing workpieces for the same machining equipment. The processing equipment will be in a variety of different states during the production process. Various time factors are used to represent the production process state of the processing equipment, and the energy consumption of the processing equipment in different states is analyzed. The various time factors of the equipment in the batch processing stage are composed of: the processing equipment interval time (T g ), the preparation time (Tr ) , the processing time (T p ), and the adjustment time (T s ). In the preparation time and adjustment time state, the equipment is in the standby state; in the processing time state, the equipment is in the working state; in the processing equipment interval time state, the equipment adopts the on-off strategy, and the equipment will have two states: standby and on-off state.
1)间歇加工阶段的操作能耗(Ee-ope)1) Operational energy consumption (E e-ope ) in the batch processing stage
对于间歇加工阶段机加工设备的操作能耗,主要是设备在正常加工状态下的能耗,可以表示为:For the operating energy consumption of machining equipment in the batch processing stage, it is mainly the energy consumption of the equipment in the normal processing state, which can be expressed as:
2)间歇加工阶段的待机能耗(Ee-standby)2) Standby energy consumption in batch processing stage (E e-standby )
对于单台设备加工单个工件的待机能耗,是从该设备加工完成上一个工件x时刻开始到这次工件i的开始准备时刻这段时间内,在待机功率下产生的能耗,由三部分组成:设备的准备状态、设备调整状态、以及设备在工件之间的等待状态,表示如下:For the standby energy consumption of a single piece of equipment processing a single workpiece, it is the energy consumption generated under the standby power during the period from the moment when the equipment completes the processing of the previous workpiece x to the time when the workpiece i starts to prepare. It consists of three parts Composition: the preparation state of the equipment, the adjustment state of the equipment, and the waiting state of the equipment between the workpieces, which are expressed as follows:
判断间隔时间参数Gij表示设备在加工两个工件之间时是否处于待机状态,如果实际间隔时间小于或等于平衡间隔时间,则设备该间隔状态下处于待机状态,表示如下:The judgment interval time parameter G ij indicates whether the equipment is in a standby state when processing two workpieces. If the actual interval time is less than or equal to the balance interval time, the equipment is in a standby state in this interval state, as follows:
计算每个工件的每个工艺在每台设备上的间隔时间Tij g,对于第i个工件在第j个加工阶段上上加工,第x个工件表示该设备上第i个工件的前一个工件号,间隔时间表示如下:Calculate the interval time T ij g of each process of each workpiece on each equipment, for the i-th workpiece to be processed on the j-th processing stage, the x-th workpiece represents the previous i-th workpiece on the equipment. The workpiece number, the interval time is expressed as follows:
计算平衡间隔时间Tj b,通过计算设备开关机的能量与设备待机功率的比值得出,平衡间隔时间表示如下:Calculate the balancing interval time T j b , which is obtained by calculating the ratio of the energy of the equipment on and off and the standby power of the equipment. The balancing interval time is expressed as follows:
3)间歇加工阶段的开关机能耗(Ee-on/off)3) On-off energy consumption during batch processing (E e-on/off )
对于设备的开关机能耗,在调度过程中单台设备工件完成加工之后等下一个工件运送到达之前的时间段如果过长,则可以选择开关机策略来节能,表示如下:For the power consumption of the equipment on and off, if the time period before the next workpiece arrives after the processing of a single piece of equipment is completed in the scheduling process is too long, the on-off strategy can be selected to save energy, which is expressed as follows:
步骤2建立连续阶段的加热炉设备在多种时间状态下的能耗模型Step 2 Establish the energy consumption model of the continuous stage heating furnace equipment under various time states
加热过程主要依据加热炉的控制器,根据不同时间的状态,将加热过程设定为以下阶段:The heating process is mainly based on the controller of the heating furnace, and the heating process is set to the following stages according to different time states:
阶段1:空炉加热,等快到设定温度之后,控制器调节PWM的占空比,保证炉温平缓接近设定温度;Stage 1: Empty furnace heating, after the set temperature is approached, the controller adjusts the PWM duty cycle to ensure that the furnace temperature is gently close to the set temperature;
阶段2:微调炉温,保证炉温稳定保持在设定温度;Stage 2: Fine-tune the furnace temperature to ensure that the furnace temperature is stably maintained at the set temperature;
阶段3:放置坯料和取出坯料的阶段;Stage 3: The stage of placing the blank and taking out the blank;
阶段4:坯料的加热阶段,加热使炉温恢复到设定温度;Stage 4: The heating stage of the billet, heating to restore the furnace temperature to the set temperature;
阶段5:坯料的保温阶段,稳定保持在设定温度;Stage 5: The heat preservation stage of the billet, which is stably maintained at the set temperature;
最后阶段6:加热炉加热完成所有工件的任务之后关闭,炉温降至室温。Final Stage 6: The furnace is turned off after all the workpieces have been heated, and the furnace temperature is lowered to room temperature.
如图2所示,为加热炉不同阶段温度与能耗变化过程。As shown in Figure 2, it is the change process of temperature and energy consumption in different stages of the heating furnace.
则连续阶段的加热炉设备能耗(Ef-run)可以表示如下:Then the energy consumption (E f-run ) of the heating furnace equipment in the continuous stage can be expressed as follows:
公式的前半段表示每台加热炉加热到设定温度需要的空炉加热和空炉保温所消耗的能耗,后半段表示加热炉炉内有坯料之后需要的能耗,其中drf,dra,drp分别代表加热炉通过PWM调节温度中,在空炉加热阶段、稳定炉温阶段和坯料加热阶段的占空比的均值。The first half of the formula represents the energy consumption of empty furnace heating and empty furnace heat preservation required for each heating furnace to heat up to the set temperature, and the second half represents the energy consumption after the billet is in the heating furnace, where dr f , dr a and drp respectively represent the average value of the duty cycle in the empty furnace heating stage, the stable furnace temperature stage and the billet heating stage in the furnace temperature adjustment by PWM.
步骤3构建混合生产车间节能调度模型的目标函数Step 3 Construct the objective function of the energy-saving scheduling model of the hybrid production workshop
针对考虑加热炉连续性加工的混合生产车间,分析不同加工阶段类型,建立机加工设备能耗与加热炉设备能耗模型。从电能消耗的角度,建立优化方程如下:Aiming at the mixed production workshop considering the continuous processing of the heating furnace, the types of different processing stages are analyzed, and the energy consumption model of the machining equipment and the heating furnace equipment is established. From the perspective of power consumption, the optimization equation is established as follows:
f=min(R) (9)f=min(R) (9)
s.t.s.t.
在所述数学模型中采用的符号具体如下:The symbols used in the mathematical model are as follows:
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