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The Hardware-In-Loop simulation research on trajectory control and modeling parameter estimation of

The Hardware-In-Loop simulation research on trajectory control and modeling parameter estimation of
The Hardware-In-Loop simulation research on trajectory control and modeling parameter estimation of

Abstract —The retrofitted electro-hydraulic system for hydraulic robotic excavator was introduced. According to the principle and characteristic of LUDV system, the model of electro-hydraulic system was derived, simplified and verified by relative experiment. Trajectory controller prototype was designed based on incremental theory of trajectory controlling to verify the accuracy of the controlling. Trajectory controller and VR software compose Hardware-In-Loop simulation environment. Under the circumstances, the level strai ht dig g ing experiment of model trajectory controlling was set .Good control effect was achieved by adjusting controlling parameters, finally anticipated controlling requirement can be accomplished by trajectory controller prototype system. By analyzing the structure and load-bearing of boom, the method and equations of estimation for such parameters, the range of flow gain coefficient (Kq) was given on the base of experiment identification. It shows that the foundation for the trajectory trackin g

and accurately location control of excavator’s manipulator is laid.

Key words: Electro-hydraulic proportional system; Parameter estimation; The hardware-in-loop simulation;

Trajectory control; Open graphics library;

Hydraulic excavator

I. INTRODUCTION

ue to their versatility and convenience, the hydraulic excavators currently dominate construction equipment fleets operating at most civil engineering work sites. Mechanical-electrical integration, automation have been the development direction of construction machinery, so the automation of hydraulic excavators have gradually become a focus of national research [1] [2]. The automatic control of working devices have turned into a hot topic at home and abroad [3]. The paper focuses on researching the simplified model of hydraulic system’s working device, model parameter estimation method and formulas estimation ,started from the dynamics of the electro-hydraulic proportional valve, the system's flow equation, continuity equation and force balance equations. Semi-physical simulation is also known as hardware-in-loop simulation. One part of the system is the actual one and computer simulation is applied in the other part. Semi-physical simulation links the controller physical and model of control object (mathematical simulation) together to implement experiment on a computer simulation. The controller's dynamic, static characteristics and non-linear factors can be truly reflected in the test. Accordingly, it is a more realistic simulation of experimental techniques [4].

Experiments develop the kind of trajectory control physic as

the prototype, which also combine with a self-designed virtual reality VR software to carry out the semi-physical simulation. The purpose is to verify the trajectory control strategy of the prototype, and lay the foundation for the development of the actual product [5].

II. T EST EXCAVATOR ’S INTRODUCTION AND S EMI -PHYSICAL SIMULATION PLATFORM STRUCTURE

Object of study in this paper is a backhoe hydraulic excavator (see F igure 1).In trajectory control, the working device is seen as a 3 degree of freedom mechanical hand (boom, arm and bucket equipped with inclination sensors respectively), bucket tip’s control traces desired trajectory, which is called target value. In the actual control process, the action of boom, arm and bucket cylinder are controlled by computer program, to coordinate action of three hydraulic cylinders, and ultimately working device tracks target trajectory.

This paper uses SWE85 hydraulic excavator, made by Sunward Intelligent Machinery Co.Ltd, as a platform for the robot transformation. Through installation of the electro -hydraulic proportional pressure-reducing valve in the original system, electro-hydraulic pilot circuit replaces the original hydraulic pilot circuit. The modified electro -hydraulic proportional system is shown in F igure 2. Test

platform uses Load Independent F low Distribution system made by Rexroth (the following is referred as LUDV). The Hardware-In-Loop Simulation Research on Trajectory Control

and Modeling Parameter Estimation of Working Device of

Hydraulic Excavator

Jilin He 1?2 Xin Zhao 1 Daqing Zhang 2 Qinghua He 1?2

(1Intelligent Machinery Institute, Central South University, Changsha Hunan PRC, 410083)

(2Sunward Intelligent Machinery, Co., Ltd, Changsha Hunan PRC, 410100)

D

Fig.1. Schematic diagram of excavator manipulator Jilin He: Ph.D, Vice Professor, Intelligent Machinery Institute, Central

South University, Changsha, Hunan, PRC, 410083. Xin Zhao: master, Intelligent Machinery Institute, Central South University. E-mail: yunruifeihua@https://www.sodocs.net/doc/eb8779513.html, , Tel: 86-138********

Proceedings of the 2010 IEEE

International Conference on Mechatronics and Automation

August 4-7, 2010, Xi'an, China

A Semi-physical simulation platform

Semi-physical simulation platform is shown in F igure 3, the right of fig.3 is the trajectory controller’s prototype. Incremental control algorithm is used in trajectory control strategy, through the USB-CAN interface it develops the VR software in the PC, and transfers control and feedback signals, which form hardware loop structure, under Semi-physical simulation experiment environment. In every step of the operation process, the upper computer VR model obtains current value from trajectory controller, the new location is obtained by kinematics calculating, and the value of new point passes back to trajectory controller. The angle signal is further processed by trajectory controller, it gets new current value through the recursive incremental control algorithm ultimately, the value sends back to upper computer VR software by USB-CAN interface. These form a closed-loop control. The output of control current value drives VR model to achieve a good trajectory control effect, because of prototype adjusts control parameters continuous -ly.

B Trajectory Control Strategy

Mechanical hydraulic system of hydraulic excavator has

large inertial mass, a number of non-linear factors are included, which make the trajectory tracking control difficult to the motor-driven articulated industrial robot, but traditional PID control will increase much more difficulty of parameters adjustment. Therefore, experiments use a recursive

incremental control strategy based on stick, that is, arm hydraulic cylinder moves at a constant speed, boom and bucket hydraulic cylinders track the corresponding action, to achieve linear movement of bucket tip [6][7]. Suppose the length of boom, arm and bucket hydraulic cylinder are , respectively, 2l

?

3l and 4l ,and the next target length are

n l 2 ?n l 3 and n l 4, the length of last sampling point are 20

l ?30l and 40l ,control variables of last point are 1i ?2i and 3i , new control variables are n i 1?n i 2 and n i 3 ,dead zone value of valves are 10i ?20i , 30i .

If ,,0101202i i l l >>? Then )/()(1012021i i l l k ??=. If ,,0202303i i l l >>? Then )/()(2023032

i i l l k ??=. If ,,0303404i i l l >>? Then )/()(3034043

i i l l k ??=

1k ?2k and 3k are Scale factor ?2i is given ?so 103312022221)(/))((i l l k i i l l k i n n n n +???= (1)

303332024423)(/))((i l l k i i l l k i n n n n +???= (2)

F irstly, a certain step is set in horizontal and vertical direction in the control, then the goal expectation of boom, arm, bucket rotation angle are obtained, the values of n l 2?

n l 3 and n l 4 are obtained, based on the drive space

kinematics equations. By equation (1) and (2) it can be observed that the controlled current value of arm n i 2 is fixed, the boom and bucket’s current value, n i 1 and

n i 3 track

n i 2changes. After these steps the control of three hydraulic

cylinder is achieved. Figure.4 is the control block diagram. Recursive incremental control algorithm is the same as digital PID algorithm in practical applications, considering spool

Fig.3. Semi-physical simulation platform Fig.4. Trajectory control theory of the controller

Fig.2. The retrofitted electro-hydraulic system of excavator

dead zone compensation is needed, in addition, setting the value of n i 2,the largest and the smallest control value of n i 1 and n i 3, continuous adjustments can achieve good control effect. Accordingly, the number of adjustable parameters and difficulty relative to PID algorithm can be reduced.

C The implementation of virtual reality VR software based on OpenGL OpenGL is a high performance open graphics library technology, which provides the basic 3

D graphics unit, and a very clear graphics function. It also has a powerful 3D

modeling capabilities, as well as the frame buffer animation technology, which let real-time interactive operation come true. OpenGL has a superior performance graphics programming application interfaces, which can be widely

used in various computer systems, and gradually become an accepted 3D graphics development standards, the features

that have nothing to do with hardware can make it implemented on different hardware platform [8]. Therefore,

OpenGL technology is used in experiment to develop VR software. 1) Achieve excavator 3D model by VR software OpenGL only provides the way of basic points, lines and

polygons to construct 3D model. Excavators’3D model is so complex that graphics function in OpenGL is not enough, so it is build in another way. First, five main parts are drawn: undercarriage, rotating platforms, boom, arm, bucket by

three-dimensional mapping software Pro / E. It exports file in

OBJ format, which is the data to draw 3D model. Then it processes documents class under the OpenGL, read the class of file and convert to the point, line, surface information which can deal with, finally it achieves 3D model [8]. F urthermore, in order to achieve the model succession

movement [9] [10], this paper adopts a "nested matrix stack"

method, which achieves 3D model between out of the stack

operations and into the stack operations.

2) Technology of software development

Double-buffering technology. In order to generate a

smooth 3D animation models, it uses the foreground and

background buffer cache, background buffer cache calculates

the scene and produces animation, while the foreground show

picture which has been drawing by background, thus it

enhances continuity and movement of the hydraulic

excavator’s 3D animation.

Achieve USB-CAN communication function. To ensure real-time nature, it uses multi-threaded programming, which

utilizes the thread mechanism to control data’s receiving and transmit [11]. It is an important data transmission interface in simulation. Hash table data structure. To achieve 3D model’s motion controlled by keyboard, hash table data structure is used. When key is pressed, the message process function

OnKeyDown ( ) will assign that corresponding element as 1,

when the button pop-up, it is 0. So in the timer processing

function OnTime ( ), the state of button in the keyboard can

find through checking hash values, and make the appropriate treatment.

III. E LECTRO -HYDRAULIC PROPORTIONAL SYSTEM

MODEL

A Dynamic characteristics of electro -hydraulic proportional

valve The transfer function between Electro-hydraulic proportional valve’s spool displacement and the input current can be simplified to a first-order link.

)1()()(bs K s I s X I v v += (3) K I is proportional valve current gain, b is inertia time constant. I v =I(t)-I d , I(t) is proportional valve control current, I d is the initial operating current. B The flow equation of electro-hydraulic proportional valve

The principle of LUDV system [12] works out valve flow equation, as the (4), (5) below,

°°ˉ°°?

-

v d

v

d v d ρρρ (4) °°ˉ°°?-<Δ≥??=Δ=0)(,20)(,)(22222t I P WX C t I P P WX C P WX C Q v d

r v

d v

d ρρρ (5) As shown in Figur

e 5, regardless o

f how the load changes, ΔP remains at 2.0MPa. It shows traffic flow through the valve and the valve openin

g area is proportional. Therefore (4) can be simplified as follows, )(1t X K Q v q = ?0)(≥t I , ρP W C K d q Δ=2 (6) K q is Valve flow gain coefficient ? ΔP ˙2.0MPa.

C Simplified model of electro-hydraulic proportional system Ignoring leakage effects, when the no-rod cavity goes into oil and the rod cavity oils out, the continuity equation of hydraulic cylinder is obtained [5]: e P V y A Q β1111 ?+= e P V y A Q β2222 ??= (7) Hydraulic cylinder force balance equation: l c F y B y M A p A p F ++=?= 2211

(8) Fig.5. Value of ΔP

(6)-(8) in Laplace transform, it can be derived

electro-hydraulic proportional system, a simplified model

[12]

[13]

as follows:

)

()]()([)(2120a s a s a s s sF b s X b s Y l f v I +++=(9) )/(12

2121A A V V A K b q e I +=β?21V V b f =?M V V a 210=?211V V B a c =?)(22

12122A V A V a e +=β. IV. P ARAMETER ESTIMATION AND FUNCTIONAL

SIMULATION

A Parameter estimates Kq

When working device is running, the flow meter can be used to measure flow. F igure.6 is a step response curve of hydraulic cylinder in boom, the curve also verify that equation (3) is correct. Through the test curve, combined with equation (3) and (6), the range of K q can identify. It can also identify KqK I ˙2.825×10-4 m 3/s/A from figure.5?time constant b ˙0.1946s.So the scope of K q is obtained through experiment.

B Function Simulation of VR software

The virtual reality of VR software achieves three functions: excavator is manipulated by keyboard simulation, auto -digging demonstration and automatic digging simulation. The interface of software is shown in Figure.3 (left). Software is tested according to three functions above, Figure 7 (a) (b) represent trajectory results of auto-digging the level of horizontal lines and with 30° angle. The results show that it can achieve function requirements. This experiment mainly uses auto-digging simulation feature, which can get proportional valve’s current value from the lower computer controller. According to the transformation calculations of simulation model, movement data of 3D models, 3D animation on screen, curve of simulation data are obtained.

V. S EMI -PHYSICAL SIMULATION TEST

Upper computer PC connects prototype of trajectory controller through USB-CAN interface in the simulation experiment, and its communication mode is full-duplex form. It also sends out a new angle value of working device, trajectory controller transmits real-time control current value, which constitute the hardware in the loop structure. The hardware is shown in Figure.7 in the debugging experiment. F or real-time simulation, simulation system requires the study system to keep state consistent, behaviour consistent and time consistent. Loop simulation connecting the actual equipment and real-time is the basic requirement of semi-physical simulation [14] [15]. In the trajectory controller, the prototype system operates task schedule to ensure real-time through real-time operating system, PC host is multi-thread program, which also guarantees real-time simulation. This experiment which sets the level of excavator working trajectory is a straight line away from the inside to outward movements, bucket tooth tip Z-coordinates remain -100cm. Bucket runs from 500cm to 300cm in the X-axis, Y-axis coordinate remains 0, the displacement process is divided into 150 time steps, every step is 1.33cm. Recursive control parameters need to adjust simulation repeatedly in control algorithm, the purpose of tracking control is achieved finally.

The above simulation adjusts the control parameters, the motion state of excavator model is observed through USB-CAN interface, and the control effect curve is drawn out which verify the rationality of control algorithms and estimate the resulting tracking error. Boom angle adjustment is relatively small, the resulting angular error is also small, so the angle of theoretical value basically corresponds to the actual value. But arm and bucket’s large angle changes would produce a certain tracking error, that because the angular velocity greatly change in the bucket movement process, it will inevitably affect the angle of curve in defined step circumstances, the theoretical calculation and the actual values are shown in figure.8. From figure.9 it can be observed that control current signals of boom and bucket are always change, but signals of arm trends to be a constant value. Boom and bucket are tracking arm. F igure.10 shows a horizontal line trajectory tracks the target with step change, the first is large fluctuation, but quickly stabilized, the curve is less sensitive in the middle process, and the control effect is

Fig.6. Flow of boom cylinder

Fig.7. Straight-line trajectory model Effect Picture of VR

(a) (b)

relatively stable. From the tracking curves and analysis of the action implementation by VR models in the virtual prototype, the purpose of automatic straight line trajectory control is achieved, motion control system can work in desired control requirements, the simulation of experiments to a certain extent prove that the prototype system is correct [16].

VI. C ONCLUSION

1. Combining of the characteristics of test machine hydraulic system in this paper, the model of electro-hydraulic proportional system is established, the system's simplified model is also obtained. There are some unknown key parameters in the model, paper gives the range of variation of their value respectively by theoretical derivation and experimental methods, and tests are used to validate this model. So designing practical controller is applicable.

2. To verify the correctness of excavator control strategy, experiment also designs the semi-physical simulation platform. It is easy to use incremental recursive control algorithm to research trajectory control strategy which is based on lower computer controller. At the same time, through the data exchange of USB-CAN interface and upper Computer Simulation VR software based on OpenGL, it is sure that controller prototype can achieve the desired trajectory control results through trial and error debugging, and therefore, proves the correctness of the control system design.

ACKNOWLEDGMENT

The authors are thankful for sunward Intelligent Machinery Co. Ltd for help with the machine hydraulic.

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Fig.8. Bucket’s tracking curves of theoretical angle value and the actual value

Fig.9 Movement device’s tracking curve of current values

Fig.10 Tracking curve of horizontal trajectory

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2017年普通高等学校招生全国统一模拟考试 文科数学 考场:___________座位号:___________ 本试卷分第I 卷(选择题)和第II 卷(非选择题)两部分。满分150分,考试时间120分 钟. 第I 卷(选择题共60分) 选择题:本大题共12小题,每小题5分,共60分.在每小题给出的四个选项中,只有一项是符合题目要求的。 (1)设集合A={4,5,7,9},B={3,4,7,8,9},全集U A B =,则集合 () U A B 中的元素共有( ) (A) 3个 (B ) 4个 (C )5个 (D )6个 (2)(2) 复数 3223i i +=-( ) (A )1 (B )1- (C )i (D)i - (3)已知()()3,2,1,0a b =-=-,向量a b λ+与2a b -垂直,则实数λ的值为( ) (A )17- (B )17 (C )1 6 - (D )16 (4)已知tan a =4,cot β=1 3 ,则tan(a+β)=( ) (A)711 (B)711- (C) 713 (D) 713 - (5)已知双曲线)0(13 2 22>=- a y a x 的离心率为2,则=a ( ) A. 2 B. 26 C. 2 5 D. 1 (6)已知函数()f x 的反函数为()()10g x x =+2lgx >,则=+)1()1(g f ( ) (A )0 (B )1 (C )2 (D )4

(7)在函数①|2|cos x y =,②|cos |x y = ,③)62cos(π + =x y ,④)4 2tan(π -=x y 中,最小正周期为π的所有函数为( ) A.①②③ B. ①③④ C. ②④ D. ①③ (8)如图,网格纸的各小格都是正方形,粗实线画出的事一个几何体的三视图,则这个几 何体是( ) A.三棱锥 B.三棱柱 C.四棱锥 D.四棱柱 (9)若0tan >α,则( ) A. 0sin >α B. 0cos >α C. 02sin >α D. 02cos >α (10) 如果函数3cos(2)y x φ=+的图像关于点4(,0)3 π 中心对称,那么φ的最小值为( ) (A) 6π (B) 4π (C) 3π (D) 2 π (11)设,x y 满足24, 1,22,x y x y x y +≥?? -≥??-≤? 则z x y =+ ( ) (A )有最小值2,最大值3 (B )有最小值2,无最大值 (C )有最大值3,无最小值 (D )既无最小值,也无最大值 (12)已知椭圆2 2:12 x C y +=的右焦点为F,右准线l ,点A l ∈,线段AF 交C 于点B 。若3FA FB =,则AF =( ) (A) (B) 2 (C) (D) 3 第Ⅱ卷(非选择题 共90分)

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