The disclosure of Japanese Patent Application No. 2018-034129 filed on Feb. 28, 2018 including the specification, drawings and abstract is incorporated herein by reference in its entirety.
The disclosure relates to a plant control system, a plant control method, and a non-transitory computer-readable medium.
In P. L. Lee, G R. Sullivan, “Generic Model Control (GMC)”, Computer and Chemical Engineering, 12(6), 573-580, 1988, there is disclosed an art concerning general model control applicable to the control of a plant or the like. In this art, an equation (92) shown below is defined when a relationship between an input vector u (a command value to an actuator) of the plant or the like and an output vector y of the plant or the like is expressed by an equation (91) shown below.
{dot over (y)}=f(y,u,d,t) (91)
It should be noted herein that y is an output vector, that u is an input vector, that d is a disturbance vector, that t is a time, and {dot over (y)} is a time differential of y.
{dot over (y)}=K1(yref−y)+K2∫0t(yref−y)dt (92)
It should be noted herein that K1 and K2 are diagonal matrices and are design factors determined at the time at which a control is designed. Besides, yref is a target value of y.
Then, an equation solved for the input vector u after deleting {dot over (y)} by substituting the equation (92) to the equation (91) is regarded as a control rule. After that, the plant or the like is controlled through the use of the input vector u calculated according to the control rule.
However, when the control is performed through the use of the aforementioned control rule in P. L. Lee, G R. Sullivan, “Generic Model Control (GMC)”, Computer and Chemical Engineering, 12(6), 573-580, 1988, the response of y to yref may overshoot because the coefficients K1 and K2 of yref and y assume a common value. Furthermore, when the control for preventing this overshoot is performed, the responsiveness of the control may become too high.
It should be noted herein that, as described above, the response of the aforementioned y overshoots because the coefficients K1 and K2 of yref and y assume a common value. This will be concretely explained. First of all, the n-th component in the vector in the aforementioned equation (92) is expressed by an equation (93) shown below.
{dot over (y)}n=k1n(yrefn−yn)+k2n∫0t(yrefn−yn)dt (93)
Then, when it is assumed that k3n is a coefficient of yrefn as another variable, and further, that k1n=α+β and k2n=αβ (α and β are real numbers and α≥β), an equation (94) shown below is established.
{dot over (y)}n=k3nyrefn(α+β)yn+αβ∫0t(yrefn−yn)dt (94)
It should be noted herein that when the equation (94) is subjected to Laplace transformation and arranged, an equation (95) shown below is established.
It should be noted herein that s is a complex number. Furthermore, a simple secondary delay is caused when k3n=0.
Besides, a solution of a differential equation is expressed by an equation (96) shown below when a step input is added to yrefn in the equation (95).
It should be noted herein that a solid line portion (k3n=k1n) in
The present disclosure provides a plant control system, a plant control method, and a non-transitory computer-readable medium for holding the rise in responsiveness at an appropriate level and enhancing the degree of freedom in designing response waveforms while preventing the occurrence of response overshoot.
A plant control system according to a first aspect of the present disclosure is equipped with a plant, an actuator that controls a state of the plant based on a command value, and an arithmetic device that calculates the command value through use of state information indicating the state of the plant, and that outputs the calculated command value to the actuator. The arithmetic device adopts, as the command value, a value of u obtained by deleting {dot over (y)} from the following equations (A1) and (A2),
{dot over (y)}=f(y,u,d,t) (A1)
where y is the state information, u is the command value, d is a disturbance, t is a time, and {dot over (y)} is a time differential of y, and
K4{dot over (y)}=K3yref−K1y+K2∫0t(yref−y)dt+K5 (A2)
where K1, K2, K3, K4, and K5 are diagonal matrices, K1, K2, and K4 are not zero matrices, K1 and K3 are different from each other, and yref is a target value of y.
As described hitherto, in the present aspect, the command value u is obtained through the use of the equation (A1) and the equation (A2) where the coefficients K1 and K3 are different from each other. Therefore, the rise in responsiveness can be held at an appropriate level, and the degree of freedom in designing response waveforms can be enhanced, while preventing the overshoot of the response of y.
Besides, the plant control system may be configured such that when k1ii, k2ii, and k3ii are non-zero (i, i) components of K1, K2, and K3 respectively, k3ii≤αi when k1ii=αi+βi, k2ii=αiβi, αi and βi are positive real numbers, and αi≥βi. Thus, the plant control system may be applicable to any plant that is expressed by the equation (A1), regardless of whether the plant is linear or nonlinear. As a result, the application range of the plant control system is widened.
Furthermore, the K3 may be a zero matrix, and the equation (A2) may be the following equation (A3),
K4{dot over (y)}=−K1y+K2∫0t(yref−y)dt+K5 (A3)
Thus, the equation is made simpler than the equation (A2), and the load of the process of calculating the command value u is reduced.
Furthermore, the plant may be a fuel cell system that includes a fuel cell stack, a flow rate adjusting valve, and a discharging valve that discharges gas or drains water from the fuel cell stack, the actuator may be a current control device configured to control a state of the fuel cell system by a step-up converter, and the plant control system may be further equipped with a hydrogen pressure sensor that measures a hydrogen pressure value of the fuel cell stack and that outputs the hydrogen pressure value to the arithmetic device as the state information. In this case, the equation (A1) may be the following equation (A4),
where P is the hydrogen pressure value, R is a gas constant, T is a temperature of the fuel cell stack, V is a hydrogen volume, Qinj is a flow rate adjusted by the flow rate adjusting valve, N is a number of cells in the fuel cell stack, F is a Faraday constant, Iu is a current limit value of the fuel cell stack as the command value that is output to the current control device, Qhev is a flow rate adjusted by the discharging valve, and Qcrs is a crossover flow rate. The equation (A3) may be the following equation (A5),
where Pref is a target value of P and T1 and T2 are time constants of the response of P to Pref. Thus, the rise in responsiveness can be held at an appropriate level while preventing the response of the pressure from overshooting, in performing the control of making the low-pressure hydrogen pressure close to the target value in the fuel cell.
Furthermore, each of T1 and T2 may be a value satisfying a first condition indicating that an amount of fall in P from Pref corresponding to the time constant is smaller than a first threshold, and a second condition indicating that an amount of change in a minimum current value in the fuel cell stack with respect to the time constant is equal to or smaller than a second threshold. The minimum current value may have been limited by Iu. Thus, the balance between the deterioration of the stack and the dynamic performance can be optimally controlled.
Besides, the plant control system may be further equipped with a sensor that acquires a state amount of the plant and that outputs the acquired state amount to the arithmetic device as the state information, and the arithmetic device may calculate the command value through use of the state information acquired from the sensor. Thus, since an actually acquired value of the state amount of the plant is used, a more appropriate command value can be calculated, and the state of the plant can be more accurately controlled.
Besides, each of K1, the K2, and the K4 may be a row vector where remaining components other than a common component are equal to 0. This can make it easy to focus on the control for the response of at least one important index among a plurality of kinds of indices. For example, in the case where the plant is an inverted pendulum, the command value can be efficiently calculated by narrowing down the state information to the angle.
A plant control method according to a second aspect of the present disclosure includes accepting inputting of state information indicating a state of a plant in an arithmetic device (3), calculating, as a command value, a value of u obtained by deleting {dot over (y)} from the following equations (A6) and (A7) through use of the state information, in the arithmetic device (3),
{dot over (y)}=f(y,u,d,t) (A6)
where y is the state information, u is the command value, d is a disturbance, t is a time, and {dot over (y)} is a time differential of y, and
K4{dot over (y)}=K3yref−K1y±K2∫0t(yref−y)dt+K5 (A7)
where K1, K2, K3, K4, and K5 are diagonal matrices, K1, K2, and K4 are not zero matrices, K1 and K3 are different from each other, and yref is a target value of y, and outputting the calculated command value to an actuator, in the arithmetic device, and controlling the state of the plant based on the command value, in the actuator.
Besides, a non-transitory computer-readable medium according to a third aspect of the present disclosure stores a program for causing a computer to perform a process. The process includes processing of accepting inputting of state information indicating a state of a plant, processing of calculating, as a command value, a value of u obtained by deleting {dot over (y)} from the following equations (A8) and (A9),
{dot over (y)}=f(y,u,d,t) (A8)
where y is the state information, u is the command value, d is a disturbance, t is a time, and {dot over (y)} is a time differential of y, and
K4{dot over (y)}=K3yref−K1Y+K2∫0t(yref−y)dt+K5 (A 9)
where K1, K2, K3, K4, and K5 are diagonal matrices, K1, K2, and K4 are not zero matrices, K1 and K3 are different from each other, and yref is a target value of y, and processing of outputting the calculated command value to an actuator that controls the state of the plant based on the command value. An effect similar to that of the first aspect can be expected from these second and third aspects as well.
The present disclosure makes it possible to provide a plant control system, a plant control method, and a computer-readable medium for holding the rise in responsiveness at an appropriate level and enhancing the degree of freedom in designing response waveforms while preventing the occurrence of response overshoot.
Features, advantages, and technical and industrial significance of exemplary embodiments of the disclosure will be described below with reference to the accompanying drawings, in which like numerals denote like elements, and wherein:
The concrete embodiments to which the present disclosure including the above-mentioned respective aspects is applied will be described hereinafter in detail with reference to the drawings. Like elements are denoted by like reference symbols in the respective drawings, and redundant description thereof will be omitted as necessary for the sake of clear explanation.
The sensor 2 measures a state amount of the plant 1, and outputs a result of this measurement to the arithmetic device 3 as state information y. It should be noted herein that either the single sensor 2 or a plurality of sensors 2 may be provided. Furthermore, the sensor 2 encompasses, for example, a low-pressure hydrogen pressure sensor or an airflow meter for measuring a flow rate of air and an instrument for measuring a pressure of air, and the like, but is not limited thereto. Incidentally, an estimator that estimates the physical quantity representing the state of the plant 1 may be employed instead of the sensor 2. Furthermore, the estimator outputs an estimated value of the physical quantity to the arithmetic device 3 as the state information y. It should be noted herein that the estimator may adopt, for example, a pressure at an inlet of a hydrogen pump as the estimated value of the physical quantity. The word “acquire” includes the word “measure” and “estimate” in the present specification.
The arithmetic device 3 calculates a command value u according to a method that will be described later, through the use of the state information y indicating the state of the plant 1, and outputs the calculated command value u to the actuator 4. For example, the arithmetic device 3 accepts the inputting of a measured value measured by the sensor 2 as the state information y, and calculates the command value u through the use of the measured value. Alternatively, the arithmetic device 3 accepts the inputting of an estimated value of a physical quantity estimated by the estimator as the state information y, and calculates the command value u through the use of the estimated value of the physical quantity.
The actuator 4 generates a control signal for controlling the production in the plant 1, based on the command value u from the arithmetic device 3, and outputs the control signal to the plant 1. It should be noted herein that either the single actuator 4 or a plurality of actuators 4 may be provided. Furthermore, for example, an FC (fuel cell) current control device or an air compressor and an air pressure adjusting valve and the like can be mentioned as the actuator 4, but the actuator 4 is not limited thereto.
It should be noted herein that the arithmetic device 3 calculates, as the command value u, a value of u obtained by deleting y from an equation (11) shown below and an equation (12) shown below, through the use of the state information y.
{dot over (y)}=f(y,u,d,t) (11)
It should be noted herein that y is the state information, that u is the command value, that d is a disturbance, that t is a time, and that {dot over (y)} is a time differential of y.
K4{dot over (y)}=K3yref−K1y+K2∫0t(yref−y)dt+K5 (12)
It should be noted herein that K1, K2, K3, K4, and K5 are diagonal matrices, that K1, K2, and K4 are not zero matrices, that K1 and K3 are different from each other, and that yref is a target value of y.
Incidentally, the arithmetic device 3 is only required to be able to calculate at least the command value u based on the equation (11) and the equation (12). Therefore, for example, “an equation solved as to u” may be calculated offline in advance from the equation (11) and the equation (12). In this case, “the equation solved as to u” is calculated by deleting y by assigning the equation (12) to the equation (11) through the use of an arbitrary information processing device. Then, “the equation solved as to u” is mounted onboard, namely, on the arithmetic device 3, and the command value u is calculated.
Alternatively, “an equation at a stage prior to obtaining the solution as to u” may be calculated offline in advance from the equation (11) and the equation (12). In this case, an equation obtained by assigning the equation (12) to the equation (11), namely, an equation at a stage where the solution has not been obtained as to u although {dot over (y)} has been deleted is calculated through the use of the arbitrary information processing device. Then, “the equation at the stage prior to obtaining the solution as to u” is mounted onboard, namely, on the arithmetic device 3, and the command value u is calculated.
Besides, an equation (13) shown below may be used instead of the equation (12), by setting K3 as a zero matrix in the equation (12).
K4{dot over (y)}=−K1y+K2∫0t(yref−y)dt+K5 (13)
Incidentally, the arithmetic device 3 may be a computer device that operates by being logically endowed with such a function through the execution of a program stored in a built-in memory or read therefrom by a built-in processor.
It should be noted herein that the n-th component in the vector in the equation (12) is expressed by an equation (14) shown below.
k4n{dot over (y)}n=k3nyrefn−k1nyn+k2n∫0t(yrefn−yn)dt (14)
Then, when the coefficient of yrefn is set as another variable, namely, k3n, k1n=α+β and k2n=αβ (α and β are positive real numbers and α≥β) are further established, subjected to Laplace transformation, and arranged, and a step input is further added to yrefn to solve a differential equation, an equation (15) shown below is established.
It should be noted herein that the occurrence of overshoot can be prevented by selecting k3n such that k3n≤α.
Incidentally, the foregoing can also be rephrased in the following manner. That is, in the case where k1ii, k2ii, and k3ii are non-zero (i, i) components of K1, K2, and K3 respectively in the equation (12), the occurrence of overshoot can be prevented by selecting k3ii such that k3ii≤α1 when k1ii=αiβi, k2ii=α1βi, αi and βi are positive real numbers, and αi≥βi.
It should be noted herein that
The second embodiment is a concrete example of the above-mentioned first embodiment.
The fuel cell system 11 is an electric power generation system based on a polymer electrolyte fuel cell that generates electric power by being supplied with hydrogen and air. The fuel cell system 11 is equipped with at least a stack 111, an injector 112, and a drain valve 113. Incidentally, the fuel cell system 11 further includes the configuration of a general fuel cell system such as an oxygen system and the like, but the description and depiction thereof will be omitted. Besides, the injector 112 is an example of the flow rate adjusting valve. Furthermore, the drain valve 113 may be an exhaust valve. That is, the drain valve 113 is an example of the valve that discharges air or drains water, and adjusts a flow rate of the discharged anode-off gas.
The injector 112 is a flow rate adjusting valve for adjusting the flow rate of hydrogen supplied to the stack 111 from a hydrogen tank (not shown). The stack 111 is a fuel cell that generates electric power through an electrochemical reaction between the atmosphere containing the oxygen supplied from the oxygen system (not shown) and the hydrogen supplied via the injector 112. Besides, the stack 111 is configured as an assembly of a plurality of cells. The drain valve 113 is a valve for draining the water produced through the reaction in the stack 111.
The low-pressure hydrogen pressure sensor 21 measures a pressure value of the hydrogen supplied to the stack 111 via the injector 112, and outputs the measured pressure value to the ECU 31 as a low-pressure hydrogen pressure value P. The ECU 31 accepts the inputting of the low-pressure hydrogen pressure value P from the low-pressure hydrogen pressure sensor 21, calculates a current limit value Iu through the use of the low-pressure hydrogen pressure value P, and outputs the current limit value Iu to the current control device 41.
The current control device 41 includes at least an FDC-ECU 411 and a step-up converter 412. The current control device 41 controls the state of the fuel cell system 11 by the step-up converter 412. The FDC-ECU 411 is a control device that controls the step-up converter 412 based on the current limit value Iu accepted from the ECU 31. In concrete terms, the FDC-ECU 411 generates a control signal CS for holding the current at the current limit value Iu, and outputs the control signal CS to the step-up converter 412. The step-up converter 412 enhances the voltage of the electric power that has been generated in and output from the stack 111 and whose current is equal to I to a predetermined voltage, holds the current I at the designated predetermined current limit value Iu, and outputs this current limit value Iu. That is, the step-up converter 412 accepts the control signal CS from the FDC-ECU 411, adjusts the current I in accordance with the control signal CS such that the current I becomes equal to the current limit value Iu, and outputs the current limit value Iu.
It should be noted herein that the ECU 31 according to the present embodiment calculates the current limit value Iu through the use of the following equations. First of all, an equation (21) shown below is used as a concrete example of the equation (11).
It should be noted herein that P is a low-pressure hydrogen pressure value, that R is a gas constant, that T is a temperature of the fuel cell, that V is a low-pressure hydrogen volume, that Qinj is a flow rate adjusted by the injector 112, that N is the number of cells in the stack 111, that F is the Faraday constant, that Iu is the current limit value of the fuel cell, that Qhev is a flow rate adjusted by the drain valve 113, that Qcrs is a crossover flow rate, namely, a flow rate of penetration from the hydrogen side to the oxygen side.
Besides, an equation (22) shown below is used as a concrete example of the equation (13).
It should be noted herein that Pref is a target value of P and that T1 and T2 are time constants of the response of P to Pref.
Then, “an equation solved as to the current limit value Iu” can be derived in the following manner. First of all, when the equation (21) and the equation (22) are transformed by deleting the time differential of the pressure P therefrom, an equation (23) shown below is established.
Subsequently, when the integral term of the equation (23) is discretized, an equation (24) shown below is established. In consequence, the equation (24) can be regarded as “the equation solved as to the current limit value Iu”, namely, the control rule.
Alternatively, an equation (25) shown below, which is obtained by substituting Iu0 for the term defined by the expression in the last pair of curly brackets on the right side of the equation (24) such that Iu(0) becomes equal to Iu0 may be regarded as “the equation solved as to the current limit value Iu”, namely, the control rule.
It should be noted herein that Iu is an (FC) current limit value, that Pref is a target value of P, and that T1 and T2 are time constants of the response of the pressure P (Pa) to the target pressure value Pref (Pa). Besides, P0 is a low-pressure hydrogen pressure (Pa) at the time of the start of limitation of the current of the FC, Iu0 is an FC current (A) at the time of the start of limitation of the current of the FC, and Δt is a control cycle (sec).
Subsequently, the conditions of optimal values of the time constants T1 and T2 will be described. First of all, when the equation (22) is subjected to Laplace transformation, an equation (26) shown below is established.
It should be noted herein that s is a complex number.
Subsequently, an optimal value of T as T=T1=T2 will be studied. First of all, T is a follow-up time constant, so the follow-up progresses fast when T is small. Furthermore, the amount of limitation of the FC current is large when the follow-up progresses fast. Therefore, the limited FC current becomes small. Then, when the limited FC current becomes small, the width by which the pressure falls below a target lower limit becomes small, and the stack is unlikely to deteriorate due to the deficiency of hydrogen. At the same time, when the limited FC current becomes small, the operating performance level becomes low.
On the other hand, the follow-up progresses slowly when T is large. Furthermore, the amount of limitation of the FC current is small when the follow-up progresses slowly. Therefore, the limited FC current becomes large. Then, when the limited FC current becomes large, the width by which the pressure falls below the target lower limit becomes large, and the stack is likely to deteriorate. At the same time, when the limited FC current becomes large, the operating performance level becomes high.
A method of specifying the optimal time constant T through the following simulation in view of the aforementioned tendency will be described. For example, the fuel cell control system 2000 according to the present embodiment is mathematically modelled, a simulation of the control of the fuel cell is carried out as to models having various time constants, by the arbitrary information processing device, and combinations of a minimum current value of the electric power generated after limiting the current, a pressure value, and a time constant are saved into a storage device as a result of the control. Then, the information processing device specifies the time constants T1 and T2 in those of the saved combinations in which the minimum current value and the pressure value satisfy conditions that will be described later. Then, the ECU 31 can calculate the optimal current limit value Iu by applying the specified time constants T1 and T2 to the equation (24) or the equation (25).
In more concrete terms, the information processing device carries out the aforementioned simulation as to various time constants, and calculates a difference between the pressure target value Pref at each of the time constants and the pressure value P as the control result thereof. The pressure value P is lower than the pressure target value Pref due to the above-mentioned follow-up performance, so the difference therebetween is an amount of fall in the pressure value P with respect to the pressure target value Pref at a certain time constant. The upper view of
Besides, the information processing device carries out the aforementioned simulation as to various time constants, limits the current in the step-up converter to the current limit value calculated at each of the time constants, and calculates the minimum current value of the electric power generated by the fuel cell after limitation. The lower view of
In consequence, optimal control can be performed when each of T1 and T2 is a value satisfying the aforementioned first condition and the aforementioned second condition. Incidentally, the numerical values on the scales of the axes of ordinate in the upper and lower views of
The third embodiment is another concrete example of the above-mentioned first embodiment.
It should be noted herein that the ECU 32 according to the present embodiment calculates the input torque τ such that the rotational speed ω of the motor 12 follows up the input torque τ, through the use of the following equations. First of all, an equation (31) shown below is used as a concrete example of the equation (11).
J{dot over (ω)}+αω+τL(ω)=τ (31)
It should be noted herein that J is an inertia moment, that ω is an angular velocity (the rotational speed of the motor 12), that τ is an input torque resulting from the inverter 422, and that τL is a load torque.
Besides, an equation (32) shown below is used as a concrete example of the equation (12).
{dot over (ω)}=k3ωref−k1ω+k2∫0t(ωref−ω)dt (32)
It should be noted herein that k3 and k1 are different values, and that ωref is a target value of ω.
Then, “an equation solved as to the input torque τ” can be derived as follows. That is, when the equation (32) is assigned to the equation (31) and the time differential of the angular velocity ω is deleted to transform the equation, an equation (33) shown below is established. That is, the equation (33) can be regarded as the control rule.
τ=Jk3ωref+(α−Jk1)ω+Jk2∫0t(ωref−ω)dt+τL(ω) (33)
As described hitherto, in the present embodiment as well, the motor 12 can be expressed by the equation (31). Therefore, the rise in responsiveness can be held at an appropriate level, and the degree of freedom in designing response waveforms can be enhanced, while preventing the occurrence of response overshoot, through the use of the equation (33).
The fourth embodiment is another concrete example of the above-mentioned first embodiment. Each of
It should be noted herein that the control unit 33 according to the present embodiment calculates the force uf through the use of the following equations. First of all, an equation (41) shown below is used as a concrete example of the equation (11).
It should be noted herein that B is a viscous friction coefficient (kg/s) between the dolly (the wheels 133A and 133B) and a floor, and that C is a viscous friction coefficient (kgm2/s) between the pendulum (the handle 131) and the dolly.
Besides, when it is assumed in the equation (13) that K1=K2=K4=[0, 1, 0, 0], an equation (42) shown below is established.
{dot over (θ)}=ω=−k1θ+k2∫0t(θref−θ)dt (42)
That is, each of K1, K2, and K4 is set as a four-component row vector, the second component is made equal to 1, and the remaining components, namely, the first, third, and fourth components are made equal to 0. Thus, an equation where only the angular velocity ω remains among time differentials of the input vectors can be derived.
Then, when both the sides of the equation (42) are differentiated, {dot over (θ)} appears on the right side. When the equation (42) is assigned to this value and arranged, an equation (43) is obtained.
{dot over (ω)}=k12θ+k2(θref−θ)−k1k2∫0t(θref−θ)dt (43)
After that, when the equation (43) is assigned to the equation (41) and solved as to the force uf, an equation (44) shown below is established. In consequence, the equation (44) can be regarded as “the equation solved as to the force uf”, namely, the control rule.
That is, the control rule according to the present embodiment can be expressed by four simple arithmetic operations and simple differentiation and integration as in the equation (44).
Furthermore, in the present embodiment, each of K1, K2, and K4 is a row vector where the remaining components (e.g., the first, third, and fourth components) other than at least one common component (e.g., the second component) are equal to 0. This can make it easy to focus on the control for the response of at least one important index among a plurality of kinds of indices. In this case, the force uf can be efficiently calculated by focusing on the angular velocity ω among the measured values of the sensor 23.
The above-mentioned present disclosure is applicable to a control apparatus that operates actuators based on sensor values of automobiles, devices for manufacturing parts, various facilities, devices for manufacturing materials, home electrical appliances, and the like.
Incidentally, the present disclosure is not limited to the aforementioned embodiments, but can be appropriately changed within such a range as not to depart from the gist thereof. For example, although the disclosure has been described as a hardware configuration in each of the above-mentioned embodiments, the present disclosure should not be limited thereto. In the present disclosure, an arbitrary process can also be realized by causing a central processing unit (a CPU) to execute a computer program.
In each of the above-mentioned examples, the program can be stored through the use of various types of non-transitory computer-readable media and supplied to a computer. The non-transitory computer-readable media encompass various types of tangible storage media. Examples of the non-transitory computer-readable media include a magnetic recording medium (e.g., a flexible disk, a magnetic tape, or a hard disk drive), a magnetooptical recording medium (e.g., a magnetooptical disk), a CD-ROM (a read only memory), a CD-R, a CD-R/W, a digital versatile disc (a DVD), a semiconductor memory (e.g., a mask ROM, a programmable ROM (a PROM), an erasable PROM (an EPROM), a flash ROM, or a random access memory (a RAM)). Besides, the program may be supplied to the computer by various types of transitory computer-readable media. Examples of the transitory computer-readable media include an electric signal, an optical signal, and an electromagnetic wave. Each of the transitory computer-readable media can supply the program to the computer via a wired communication path such as an electric wire, an optical fiber or the like, or a wireless communication path.
Number | Date | Country | Kind |
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JP2018-034129 | Feb 2018 | JP | national |
Number | Date | Country |
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2015-201407 | Nov 2015 | JP |
Entry |
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P.L.Lee, G.R.Sullivan, “GenericModelControl(GMC)”, Computers and Chemical Engineering, 12(6), 573-580, 1988. |
Number | Date | Country | |
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20190267642 A1 | Aug 2019 | US |