US 11,449,033 B2 · MIMO different-factor partial-form model-free control

Abstract

The invention discloses a MIMO different-factor partial-form model-free control method. In view of the limitations of the existing MIMO partial-form model-free control method with the same-factor structure, namely, at time k, different control inputs in the control input vector can only use the same values of penalty factor and step-size factors, the invention proposes a MIMO partial-form model-free control method with the different-factor structure, namely, at time k, different control inputs in the control input vector can use different values of penalty factors and/or step-size factors, which can solve control problems of strongly nonlinear MIMO systems with different characteristics between control channels widely existing in complex plants. Compared with the existing control method, the inventive method has higher control accuracy, stronger stability and wider applicability.

A method of MIMO different-factor partial-form model-free control, executed on a hardware platform for controlling a controlled plant being a multi-input multi-output (MIMO) system, wherein the MIMO system having a predetermined number of control inputs and a predetermined number of system outputs, said controlled plant comprises at least one of:

a reactor, a distillation column, a machine, a device, a set of equipment, a production line, a workshop, and a factory, said hardware platform comprises at least one of:
an industrial control computer, a single chip microcomputer controller, a microprocessor controller, a field programmable gate array controller, a digital signal processing controller, an embedded system controller, a programmable logic controller, a distributed control system, a fieldbus control system, an industrial control system based on internet of things, and an industrial internet control system, said MIMO different-factor partial-form model-free control method comprising:
calculating the i-th control input u1, (k) at time k as follows:
u
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(
k
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=
u
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k
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1
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+
∑
j
=
1
n
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ρ
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∑
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λ
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2
where k is a positive integer;
m is the total number of control inputs in said MIMO system, m is a positive integer greater than 1;
n is the total number of system outputs in said MIMO system, n is a positive integer;
i denotes the i-th of the total number of control inputs in said MIMO system, i is a positive integer, 1≤i≤m;
j denotes the j-th of the total number of system outputs in said MIMO system, j is a positive integer, 1≤j≤n;
ui(k) is the i-th control input at time k;
Δuiu(k)=uiu(k)−uiu(k−1), iu is a positive integer;
ej(k) is the j-th error at time k, namely the j-th element in the error vector e(k)=[e1(k), . . . , en(k)]T;
Φ(k) is the estimated value of pseudo partitioned Jacobian matrix for said MIMO system at time k, Φp(k) is the p-th block of Φ(k), ϕj,i,p(k) is the j-th row and the i-th column of matrix Φp(k), ∥Φ1(k)∥ is the 2-norm of matrix Φ1(k);
p is a positive integer, 1≤p≤L;
λi is the penalty factor for the i-th control input;
ρi,p is the p-th step-size factor for the i-th control input;
L is the control input length constant of linearization and L is a positive integer;
for said MIMO system, calculating a control input vector u(k)=[u1(k), . . . , um(k)]T by traversing all values of i in the positive integer interval [1, m];
said MIMO different-factor partial-form model-free control method has a different-factor characteristic;
said different-factor characteristic is that at least one of the following L+1 inequalities holds true for any two unequal positive integers i and x in the positive integer interval [1, m] during controlling said MIMO system by using said MIMO different-factor partial-form model-free control method:
λi≠λx;
ρi,1≠ρx,1;
. . . ;
ρi,L≠ρx,L
obtaining the system outputs from the MIMO system by adjusting the control inputs of the MIMO system based on the calculated control input vector, such that the system outputs of the MIMO system approach desired system outputs to be received by the hardware platform.

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MIMO different-factor partial-form model-free control

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MIMO different-factor partial-form model-free control

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Abstract

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