CN106959612A - A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control - Google Patents

A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control Download PDF

Info

Publication number
CN106959612A
CN106959612A CN201710234855.4A CN201710234855A CN106959612A CN 106959612 A CN106959612 A CN 106959612A CN 201710234855 A CN201710234855 A CN 201710234855A CN 106959612 A CN106959612 A CN 106959612A
Authority
CN
China
Prior art keywords
difference
fuzzy
frequency converter
twin
fuzzy control
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN201710234855.4A
Other languages
Chinese (zh)
Inventor
罗开玉
张亮华
李伯全
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Jiangsu University
Original Assignee
Jiangsu University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Jiangsu University filed Critical Jiangsu University
Priority to CN201710234855.4A priority Critical patent/CN106959612A/en
Publication of CN106959612A publication Critical patent/CN106959612A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • G05B13/042Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators in which a parameter or coefficient is automatically adjusted to optimise the performance

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Feedback Control In General (AREA)

Abstract

The invention discloses a kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control, the characteristics of using fuzzy control and PID control, and on the basis of the actual distribution ratio of tractive force is theoretical, the fuzzy control method compensated using tape speed carries out power-balance control, comprises the following steps that:1. a comparator is designed, frequency converter is read by ProfiBus DPWithOutput torque, its difference is calculated by comparator;2. according to output torqueDifference and difference rate of change velocity compensation is calculated by fuzzy controller, the given input speed to frequency converter is modified, and the speed preset of two frequency converters is used as using revised value;3. with revised speed preset and two motorsWithActual speed as the input of PID controller, frequency converter is controlled by PID controller 1 and PID controller 2 respectivelyAnd frequency converter, finally realize that the speed of motor and torque are synchronous, reach ideal power-balance control effect.

Description

A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control
Technical field
The present invention relates to a kind of ribbon conveyer twin-engined drives method for controlling power balance based on fuzzy control, belong to certainly Dynamic control technology field.
Background technology
In ribbon conveyer Driving system with dual-motors, in the ideal case, the power ratio of each motor is equal to driving force Distribution ratio, but influenceed in practice by various factors, for example, each mechanical characteristics of motor has differences, sharing of load uneven, Each idler resistance is unequal, drive roller diameter has differences, there is error etc. when installing, and causes each motor actual power There is relatively large deviation.The type of drive of current large belt conveyor has following several:Dc motor is dragged, motor liquid feeding Viscous driven by clutches, (typical liquid viscous clutch is differential type train liquid_viscosity regulator dress to the transmission of motor liquid feeding mechanical couple Put CST), frequency conversion and speed regulation of AC motor.Efficiency highest is CST devices and AC frequency control apparatus.But CST devices are produced Product are expensive, it is difficult to which the failure to appearance is preferably solved.Its initial stage of the type of drive of frequency conversion and speed regulation of AC motor Investment is also very big, but reliability is high, safeguard simple, and frequency Varying and speed changing method has good speed adjusting performance.Traditional is more Motor power (output) balance controls multiplex PID controller to realize, though its control accuracy is high, less stable, and PID control Device is that controlled system is controlled by the control parameter designed in advance, and it does not possess adaptive ability, and conveyer Load change is relatively more frequent, so being unable to reach preferable control effect.
The content of the invention
It is an object of the invention to provide a kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control, To improve the stable state accuracy of dynamic responding speed and control performance.
In order to solve above technology technical problem, the concrete technical scheme that the present invention is used is as follows:
A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control, it is characterised in that including following Step:
Step one, a comparator is designed, frequency converter VF is read by ProfiBus-DP1And VF2Output torque T1, it is defeated Go out torque T2, output torque T is calculated by comparator1, output torque T2Difference e, wherein e=T1-T2
Step 2, according to output torque T1, output torque T2Difference e and difference rate of change ec, whereinPass through mould Fuzzy controllers calculate velocity compensation Δ n1、Δn2, given input speed is modified, frequency converter is used as using revised value VF1With frequency converter VF2Speed preset;
Step 3, with revised speed preset and the motor M1With motor M2Actual speed be used as PID control The input of device, frequency converter VF is controlled by PID controller 1 and PID controller 2 respectively1With frequency converter VF2
4 variable e, ec, Δ n1、Δn2Basic domain be respectively (- e, e), (- ec, ec), (- Δ n1,Δn1), (-Δn2,Δn2);The quantization domain of 4 variables is all { -4, -3, -2, -1,0,1,2,3,4 }, and fuzzy controller is subordinate to The linguistic variable of function is 5 grades, be respectively " NB ", " NS ", " ZO ", " PS ", " PB ", i.e. " negative big ", " bearing small ", " zero ", " just small ", " honest ".
The membership function of the fuzzy controller is chosen for triangular function, defines each point and is mapped in the input space A membership values, membership values are between zero and one.
The control logic of the fuzzy controller is:
1. it is to remove to bear big difference and suppress difference increase tendency as early as possible, so velocity compensation Δ when difference e is bears big n1、Δn2Take respectively honest with bearing greatly;
2. when difference e is that negative and ec is just, to choose the less Δ n of absolute value1、Δn2Avoid the occurrence of overshoot;
3. when ec is honest, Δ n1、Δn2It should not increase, overshoot otherwise can be caused to produce positive error, therefore at this moment Δ n1、Δn2Change is taken as 0 grade, and ec is positive hour, Δ n1、Δn2Take absolute value less value;
4. when difference e is bears small, system is close to stable state, if ec is negative, chooses Δ n1、Δn2Absolute value it is less value with Suppress error to negative direction to change;
The fuzzy control table of the control logic is as follows:
The anti fuzzy method of the fuzzy controller uses center of gravity method.
The present invention has beneficial effect.The technical method that the present invention is combined using fuzzy control with PID control, that is, utilize Fuzzy controller need not determine the characteristics of mathematical models of system, control performance are stable, overcome single mould again Paste control is often difficult to meet shortcoming of the system to control accuracy requirement.By traditional PID control technology and fuzzy control technology knot Close, compared with traditional control system, with faster dynamic response, higher stable state accuracy.
Brief description of the drawings
Fig. 1 is method of the present invention schematic diagram.
Embodiment
Below in conjunction with the accompanying drawings and specific embodiment, technical scheme is described in further details.
As shown in figure 1, when system starts, reading frequency converter VF in real time by ProfiBus-DP1And VF2Output Torque T1、T2, its difference e is calculated by comparator;According to output torque T1, output torque T2Difference e and difference rate of change ec Velocity compensation Δ n is calculated by fuzzy controller1、Δn2, it is respectively transmitted to 2 pairs of given input speeds of compensator 1 and compensator N is modified, with revised speed and two motors M1And M2Actual speed as two PID controllers input, lead to PID controller 1 and PID controller 2 is crossed to control frequency converter VF respectively1With frequency converter VF2
e、ec、Δn1、Δn2Basic domain be respectively (- e, e), (- ec, ec), (- Δ n1,Δn1), (- Δ n2,Δ n2);e、ec、Δn1、Δn2Quantization domain be all { -4, -3, -2, -1,0,1,2,3,4 }, the membership function of fuzzy controller Linguistic variable is 5 grades, be respectively " NB ", " NS ", " ZO ", " PS ", " PB ", i.e. " negative big ", " bearing small ", " zero ", " just small ", " honest ".The membership function of fuzzy controller is chosen for triangular function, defines each point is mapped in the input space one Individual membership values, membership values are between zero and one.
The control logic of fuzzy control is:
1. it is to remove to bear big difference and suppress difference increase tendency as early as possible, so Δ n when difference e is bears big1、Δn2Point Do not take honest with bearing greatly;
2. when difference e is negative and ec is that just, should choose the less Δ n of absolute value1、Δn2Avoid the occurrence of overshoot;
3. when ec is honest, Δ n1、Δn2It should not increase, overshoot otherwise can be caused to produce positive error, therefore at this moment Δ n1、Δn2Change is taken as 0 grade, and ec is positive hour, Δ n1、Δn2Take absolute value less value;
4. when difference e is bears small, system is close to stable state, if ec is negative, chooses Δ n1、Δn2Absolute value it is less value with Suppress error to negative direction to change;
The fuzzy control table of the control logic is as follows:
The anti fuzzy method of fuzzy controller uses center of gravity method.
Above-described embodiment is exemplary, can be made a change without departing from the spirit of the invention.

Claims (6)

1. a kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control, it is characterised in that including following step Suddenly:
Step one, a comparator is designed, frequency converter VF is read by ProfiBus-DP1And VF2Output torque T1, output turn Square T2, output torque T is calculated by comparator1, output torque T2Difference e, wherein e=T1-T2
Step 2, according to output torque T1, output torque T2Difference e and difference rate of change ec, whereinPass through Fuzzy Control Device processed calculates velocity compensation Δ n1、Δn2, given input speed is modified, frequency converter VF is used as using revised value1With Frequency converter VF2Speed preset;
Step 3, with revised speed preset and the motor M1With motor M2Actual speed be used as PID controller Input, frequency converter VF is controlled by PID controller 1 and PID controller 2 respectively1With frequency converter VF2
2. a kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control according to claim 1, its It is characterised by:
4 variable e, ec, Δ n1、Δn2Basic domain be respectively (- e, e), (- ec, ec), (- Δ n1,Δn1), (- Δ n2,Δn2);The quantization domain of 4 variables is all { -4, -3, -2, -1,0,1,2,3,4 }, the membership function of fuzzy controller Linguistic variable be 5 grades, be respectively " NB ", " NS ", " ZO ", " PS ", " PB ", i.e. " negative big ", " bearing small ", " zero ", " just It is small ", " honest ".
3. a kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control according to claim 2, its It is characterised by:The membership function of the fuzzy controller is chosen for triangular function, defines each point and is mapped in the input space The membership values arrived, membership values are between zero and one.
4. the ribbon conveyer twin-engined drives power balancing method according to claim 2 based on fuzzy control, its feature It is:The control logic of the fuzzy controller is:
1. it is to remove to bear big difference and suppress difference increase tendency as early as possible, so velocity compensation Δ n when difference e is bears big1、Δ n2Take respectively honest with bearing greatly;
2. when difference e is that negative and ec is just, to choose the less Δ n of absolute value1、Δn2Avoid the occurrence of overshoot;
3. when ec is honest, Δ n1、Δn2It should not increase, overshoot otherwise can be caused to produce positive error, therefore at this moment Δ n1、Δn2 Change is taken as 0 grade, and ec is positive hour, Δ n1、Δn2Take absolute value less value;
4. when difference e is bears small, system is close to stable state, if ec is negative, chooses Δ n1、Δn2The less value of absolute value is to suppress Error changes to negative direction.
5. a kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control according to claim 4, its It is characterised by:The fuzzy control table of the control logic is as follows:
6. the ribbon conveyer twin-engined drives power balancing method according to claim 5 based on fuzzy control, its feature It is:The anti fuzzy method of the fuzzy controller uses center of gravity method.
CN201710234855.4A 2017-04-12 2017-04-12 A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control Pending CN106959612A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710234855.4A CN106959612A (en) 2017-04-12 2017-04-12 A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710234855.4A CN106959612A (en) 2017-04-12 2017-04-12 A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control

Publications (1)

Publication Number Publication Date
CN106959612A true CN106959612A (en) 2017-07-18

Family

ID=59485077

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710234855.4A Pending CN106959612A (en) 2017-04-12 2017-04-12 A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control

Country Status (1)

Country Link
CN (1) CN106959612A (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110865663A (en) * 2019-12-05 2020-03-06 成都圭目机器人有限公司 Novel speed compensation torque balance control method applied to four-wheel-drive four-wheel robot
CN110971169A (en) * 2019-12-20 2020-04-07 长安大学 Permanent magnet synchronous motor direct torque control method based on fuzzy output duty ratio
CN111313789A (en) * 2020-02-12 2020-06-19 长安大学 Dual-fuzzy control-based direct torque control method for permanent magnet synchronous motor
CN117031968A (en) * 2023-10-10 2023-11-10 山东科技大学 Belt conveyor control method based on non-cooperative game

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH07196216A (en) * 1993-12-28 1995-08-01 Yaskawa Electric Corp Tension controlling method
CN102621892A (en) * 2012-04-06 2012-08-01 杭州电子科技大学 Control method of speed regulator of servo system of flat knitting machine
CN103317653A (en) * 2013-06-25 2013-09-25 西安交通大学 Tension system control device and method of sheet extruding unit

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH07196216A (en) * 1993-12-28 1995-08-01 Yaskawa Electric Corp Tension controlling method
CN102621892A (en) * 2012-04-06 2012-08-01 杭州电子科技大学 Control method of speed regulator of servo system of flat knitting machine
CN103317653A (en) * 2013-06-25 2013-09-25 西安交通大学 Tension system control device and method of sheet extruding unit

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
宁君宇 等: "基于模糊PID控制的多电机功率平衡控制研究", 《煤矿机械》 *
牛景丽 等: "基于模糊PID带式输送机双机驱动的功率平衡控制", 《机电技术》 *
赵永秀: "多机驱动带式输送机控制系统设计", 《矿山机械》 *

Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110865663A (en) * 2019-12-05 2020-03-06 成都圭目机器人有限公司 Novel speed compensation torque balance control method applied to four-wheel-drive four-wheel robot
CN110865663B (en) * 2019-12-05 2022-11-15 成都圭目机器人有限公司 Novel speed compensation torque balance control method applied to four-wheel-drive four-wheel robot
CN110971169A (en) * 2019-12-20 2020-04-07 长安大学 Permanent magnet synchronous motor direct torque control method based on fuzzy output duty ratio
CN110971169B (en) * 2019-12-20 2021-06-25 长安大学 Permanent magnet synchronous motor direct torque control method based on fuzzy output duty ratio
CN111313789A (en) * 2020-02-12 2020-06-19 长安大学 Dual-fuzzy control-based direct torque control method for permanent magnet synchronous motor
CN111313789B (en) * 2020-02-12 2021-07-23 长安大学 Dual-fuzzy control-based direct torque control method for permanent magnet synchronous motor
CN117031968A (en) * 2023-10-10 2023-11-10 山东科技大学 Belt conveyor control method based on non-cooperative game
CN117031968B (en) * 2023-10-10 2024-02-09 山东科技大学 Belt conveyor control method based on non-cooperative game

Similar Documents

Publication Publication Date Title
CN106959612A (en) A kind of ribbon conveyer twin-engined drives power balancing method based on fuzzy control
Perez-Pinal et al. Relative coupling strategy
CN110518846B (en) Inertia identification-based active disturbance rejection sliding mode speed control method for multi-motor servo system
CN105137764B (en) A kind of parallel robot motion control method with quick response and robust performance
CN109510521B (en) Multi-motor total quantity cooperative and consistent fault-tolerant control method based on virtual main shaft
CN105159077B (en) The continuous sliding-mode control of finite time of direct driving motor system interference compensation
CN106842960B (en) Integral saturation resistant control method for motor control
CN104118421A (en) Multi-power-source coordinated control method used during gear shifting of hybrid electric vehicle
CN106374801B (en) A kind of electrical servo control system and method adaptively adjusted according to deviation
CN106026793A (en) Master-slave type multi-motor synchronization control method based on fuzzy PID
CN105656372A (en) Direct-current speed regulation system where prediction PI algorithm and combined integral link are combined
CN101093975A (en) Speed control device for electric motor
CN109507873B (en) Bandwidth parameterization direct current speed regulation feedback control system
CN105587018A (en) Fuzzy control system of non-negative pressure water supply unit and fuzzy control method thereof
CN103647481A (en) Adaptive inverse controller construction method for bearingless permanent magnetic synchronous motor radial position nerve network
CN102269971A (en) Self-adapting servo controller based on model tracking
CN103693560B (en) Tower crane and control method, device and system of slewing mechanism of tower crane
CN102651628B (en) Method for restraining torsional vibration of rotor of motor closed-loop speed control system and circuit thereof
CN108233801B (en) Method for realizing function of stepping motor by using servo motor
RU2428735C1 (en) Automatic control device of electromechanical system
CN108762064A (en) A kind of rate smoothing method of servo-driver
CN102826462A (en) Tower crane lifting speed control system and method and tower crane
CN103023346B (en) Software current-sharing control method of rectifier module
CN202889267U (en) Three-motor synchronous control system based on fuzzy second order auto disturbance rejection controller (ADRC)
Ma et al. Coal belt conveyor PID controller parameter regulation with neural network

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WD01 Invention patent application deemed withdrawn after publication
WD01 Invention patent application deemed withdrawn after publication

Application publication date: 20170718