CN106647288A - Method for estimating indicating torque of engine based on nonsingular terminal sliding mode observer - Google Patents
Method for estimating indicating torque of engine based on nonsingular terminal sliding mode observer Download PDFInfo
- Publication number
- CN106647288A CN106647288A CN201710100032.2A CN201710100032A CN106647288A CN 106647288 A CN106647288 A CN 106647288A CN 201710100032 A CN201710100032 A CN 201710100032A CN 106647288 A CN106647288 A CN 106647288A
- Authority
- CN
- China
- Prior art keywords
- omega
- crankshaft
- engine
- torque
- estimate
- 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.)
- Granted
Links
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive 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
- G05B13/042—Adaptive 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)
- Combined Controls Of Internal Combustion Engines (AREA)
Abstract
The invention discloses a method for estimating an indicating torque of an engine based on a nonsingular terminal sliding mode observer. The method comprises the following steps of: establishing an accurate nonlinear engine crankshaft dynamical model; performing real-time measurement on crankshaft angle and engine speed, taking as an observer input and performing differential operation; and utilizing the nonsingular terminal sliding mode observer to change an estimating value of the indicating torque, thereby causing the estimating value of the crankshaft angular velocity gradually approach to the constantly changing practical measurement value. According to the method disclosed by the invention, the nonsingular terminal sliding mode observer is utilized to online estimate the indicating torque of the engine, has excellent robustness to the modeling error and the parameter perturbation, is short in convergence time and is high in estimating precision. According to the method disclosed by the invention, the estimating precision of the indicating torque is guaranteed.
Description
Technical field
The invention belongs to automobile engine indication torque method of estimation, and in particular to a kind of to be seen based on non-singular terminal sliding formwork
Survey the engine indication torque method of estimation of device (NTSMO).
Background technology
Indication torque reliably obtains in real time indication torque and not only may be used as an important parameter of engine power performance
With correctly engine evaluated service behaviour, in real time monitoring failure occurs, and can implement phase to engine and speed changer
Close strategy and be optimized control.In the case of rotating speed and load change, the fuel economy of automobile can be effectively improved, driven
Comfortableness and vehicle safety.Further, since engine indication torque cannot direct access, by install cylinder pressure sensors
Obtaining cylinder pressure can be calculated indication torque, but the method is restricted in actual application.Therefore, how
Estimate to obtain the extensive concern that indication torque causes educational circles indirectly.
In recent years, Chinese scholars have been carried out many correlative studys for the estimation of indication torque, and achieve certain
Achievement.Indication torque is estimated by nonlinear observer, accuracy and robustness are preferable.However, some of them are estimated
Meter method comprehensively, causes observer estimated accuracy to reach requirement due to considering model nonlinear characteristic not.Due to building
Parameter uncertainty, model disturbance in mold process, observer there are problems that in itself system chatter, be required for
It is adjusted in the design of observer and parameters setting process.Document [1] is proposed based on instantaneous speed of crankshaft analysis and one
Cylinder pressure sensor is combined, for analyzing the fired state of each cylinder.Using with reference to cylinder correcting indication torque result, due to being independent of
Complicated algorithm, precision is higher.But, because having used cylinder pressure sensor, practical application is but restricted;Document [2] adopts base
Indication torque is estimated in the Cerebellar Model Articulation Controller of brief inference, it is higher to model accuracy dependency degree, and parameter is multiple
When miscellaneous, the amount of calculation of system is than larger;Document [3] is estimated engine torque to be divided into two kinds of operating modes of stable state and transient state, and respectively
From giving control error range;Document [4] by the use of engine speed as input, in the steady state using Orthogonal Least Square
Estimate, transient state then using the recognition methods based on time domain, is estimated braking torque;Document [5] is to indication torque and bears
Carry moment of torsion all to be estimated, have ignored the impact that piston excursion concentrates effective inertia to bent axle, improve the accuracy of estimation;
Document [6], using High-gain observer, it is considered to the turning effect of bent axle, improves the standard of estimation by setting up nonlinear model
True property;Document [7] combines sliding mode observer by theoretical " supertwist " algorithm of Second Order Sliding Mode, eliminates delayed phase and time
The larger error that delay brings to estimated result, it is suppressed that jitter phenomenon, improves indication torque estimated accuracy;Document [8] will
Kalman filter, using the IC engine dynamic model based on physics time-varying, improves calculating in combination with sliding mode observer
Speed, enhances the stability of algorithm, but amount of calculation is excessive;The crankshaft angles reality that document [9] is obtained by crankshaft sensor
When delta data, combine by non-linear pair of inertial model and based on the interference observer of I class of UKF, solve in information wrap
The impact that vibration interference signal its vibration frequency for containing is estimated indication torque in combustion cycle process;Document [10] analysis is right
The difference of High-gain observer, sliding mode observer and Second Order Sliding Mode observer to indication torque On-line Estimation is compared, it is contemplated that flat
Estimated result under steady state operating mode different with instantaneous state, although traditional sliding mode observer degree of accuracy is somewhat seen better than high-gain
Device is surveyed, but buffeting problem cannot be avoided;Document [11] using sliding mode observer estimate cylinder deviation torque, i.e. indication torque and
The difference of average indication torque.Input estimation problem is converted to control tracking problem;Document [12] adopts sliding mode observer
The difference of dynamic torque, i.e. indication torque and load torque is estimated, the acquisition of load torque is can be avoided, using cunning
The estimation robustness of mould observer is preferable, but the time of convergence has much room for improvement.
The content of the invention
In consideration of it, the present invention exists not for available engine crankshaft dynamic model and indication torque method of estimation
Foot, needs to estimate indication torque using method that is a kind of reasonable and easily realizing, so that estimate can be good at being close to
Actual value.A kind of engine indication torque method of estimation based on non-singular terminal sliding mode observer (NTSMO) is provided, using song
The continuous reduction of axis angular rate error come guarantee indication torque estimate precision.
To achieve these goals the present invention is adopted the following technical scheme that:Based on starting for non-singular terminal sliding mode observer
Machine indication torque method of estimation, comprises the following steps:
Obtain crank shaft angle θ of engine real-time change, and Engine Instantaneous Speed Signals;Set up and be based on crank angle θ
With indication torque Ti, inertia torque Tr, friction torque TfWith load torque TlThe non-linear crankshaft dynamic mould of multicylinder engine
Type.
According to crank shaft angle θ, angular velocity of crankshaftAnd crankshaft angular accelerationBetween relation, calculate crankshaft angular acceleration.
Set up non-singular terminal sliding-mode surface s.
Estimate that equation is calculated indication torque estimate according to indication torque
When continuous injection signal can order about sliding-mode surface s to zero, then output obtains indication torque estimate
Any several ε for being more than zero are less than when sliding-mode surface s is unsatisfactory for condition, i.e. value, then angular acceleration estimateCarry out
Integral operation, obtains angular velocity of crankshaft estimateReturn system recalculates indication torque estimate
The non-linear crankshaft dynamic model of the multicylinder engine is:
OrderUse angular velocity of crankshaft estimateReplace angular velocity of crankshaft ω,
In formula:
Je=m1r2[f(θ)]2+m2r2
For indication torque estimate;JeIt is the inertia equation with regard to crank shaft angle θ;m1For equivalent reciprocal lumped mass;m2For
Equivalent rotary lumped mass;R is crank throw;D is damped coefficient;M is car mass;G is acceleration of gravity;rwFor wheel half
Footpath;igFor transmission ratio;ioFor main reducing gear speed reducing ratio;ηTFor speed changer mechanical efficiency;F is road damped coefficient;I is
Road grade;φkFor kth cylinder relative to the 1st cylinder ignition phase place;N is cylinder sum;ρ is the hollow gas of traveling process
Density;δ is correction coefficient of rotating mass;A front face area of automobile;CDFor coefficient of air resistance;f(θ-φk)、g(θ-φk)、f
(θ), I (θ) is respectively the different functions of crank angle geometrical relationship.
The non-singular terminal sliding-mode surface s is:
In formula, k1, k2It is divided into normal number, defines system convergence speed;Sgn () is sign function,For crank shaft angle speed
Degree estimate, ω is angular velocity of crankshaft.
The indication torque estimates that equation is:
In formula, J (θ) is the concentration Effective Moment of Inertia of engine; Estimation for angular velocity of crankshaft is missed
Difference.
The present invention has advantages below:
(1) because engine crankshaft dynamic system is the nonlinear system of a complexity, comprising many uncertain variables,
Using the suitably smooth injection signal of non-singular terminal sliding mode observer and selection, it is more beneficial for completing the instruction to measuring
Moment of torsion carries out On-line Estimation.
(2) in modeling process, automobile dynamics equation is introduced according to automobile theory, load torque variable is carried out
Explanation.Improve the accuracy of modeling.
Description of the drawings
Fig. 1 is indication torque controller architecture block diagram;
Fig. 2 is that indication torque estimates flow chart;
Fig. 3 is angular velocity of crankshaft tracking error curve;
Fig. 4 is indication torque aircraft pursuit course;
Fig. 5 is indication torque tracking error curve.
Specific embodiment
Below in conjunction with the accompanying drawings the invention will be further described.
Indication torque method of estimation based on non-singular terminal sliding mode observer of the present invention, indicates to turn round by changing
The estimate of squareForce the estimate of angular velocity of crankshaftThe measured value ω that tracking is actually continually changing.In slip forming,
The evaluated error of angular velocity of crankshaftIt is gradually reduced, it is ensured that the convergence of system.Tied by Li Yapu loves stability theorem
Close sliding formwork control and select suitable injection signal, it is to avoid system chatter simultaneously eliminates steady-state error.
Referring to Fig. 2, based on the engine indication torque method of estimation of non-singular terminal sliding mode observer, including following step
Suddenly:
Obtain crank shaft angle θ of engine real-time change, and Engine Instantaneous Speed Signals;Set up and be based on crank angle θ
With indication torque Ti, inertia torque Tr, friction torque TfWith load torque TlThe non-linear crankshaft dynamic mould of multicylinder engine
Type.
According to crank shaft angle θ, angular velocity of crankshaftAnd crankshaft angular accelerationBetween relation, calculate crankshaft angular acceleration.
Set up non-singular terminal sliding-mode surface s.
Estimate that equation calculates indication torque and estimates to refer to according to indication torque
When continuous injection signal can order about sliding-mode surface s to zero, then output obtains indication torque estimate
When sliding-mode surface s is unsatisfactory for condition, i.e. value less than any several ε for being more than zero, then to crankshaft angular acceleration estimate
Computing is integrated, angular velocity of crankshaft estimate is obtainedReturn system recalculates indication torque estimateCrank shaft angle adds
Velocity estimation value can be obtained in indication torque estimates equation.
1) estimation of angular velocity of crankshaft
As shown in figure 1, obtaining the crank shaft angle of real-time change, and engine using crankshaft sensor and camshaft-signal sensor
Transient speed signals.
According to law of conservation of energy, multicylinder engine balance equation is:
In formula, J (θ) is the concentration Effective Moment of Inertia of engine,For crankshaft angular acceleration, TiFor indication torque, TrFor
Reciprocal inertia torque, TfFor friction torque, TlFor load torque.
Indication torque TiFor total gas torque that all cylinder pressures are produced
In formula, φkFor kth cylinder relative to the 1st cylinder ignition phase place,ApFor cylinder piston top cross-section
Product;R is crank throw;P is cylinder pressure;N is cylinder sum.
According to the geometrical relationship of engine crankshaft corner, have
In formula, l is length of connecting rod;F (θ), g (θ) is respectively the different functions of crank angle geometrical relationship.
Inertia torque TrEffectively move back and forth the moment of torsion for producing to concentrate:
In formula, m1For equivalent reciprocal lumped mass.
Friction torque TfBe by between piston and piston ring produce sliding friction, and engine pumping loss produce
Total moment of torsion:
In formula, D is damped coefficient.
According to automobile dynamics equation, load torque can be obtained:
In formula, rwFor radius of wheel, igFor transmission ratio, ioFor main reducing gear speed reducing ratio, ηTImitate for speed changer machinery
Rate, m is car mass, and g is acceleration of gravity, and f is road resistance coefficient, and i is road grade, and ρ is atmospheric density, and A is for windward
Area, CDFor coefficient of air resistance, δ is correction coefficient of rotating mass.
OrderBased on time domain engine dynamic bent axle rigid model expression formula be:
In formula, due to indication torque TiCannot direct measurement.Accordingly, it would be desirable to setting up observer carries out estimation acquisition.
2) structure of non-singular terminal sliding-mode surface
Non-singular terminal sliding-mode surface s is:
In formula, k1, k2Respectively normal number;Sgn () is sign function,For angular velocity of crankshaft estimate, ω is bent axle
Angular speed.
If system angular velocity of crankshaft estimate isDefine angular velocity of crankshaft evaluated error be
In order to realize Fast Convergent of the system mode in finite time, the non-singular terminal sliding-mode surface is:
In formula:k1, k2Respectively normal number.
Simultaneously differential is carried out to switching function both sides, is obtained
In the case of perfect condition, when system reaches sliding-mode surface, i.e.,
By solving the differential equation, the system convergence time is:
That is, system is convergence.
Define liapunov function:
In formula, V is the liapunov function of design, for the stability of decision-making system;S is non-singular terminal sliding formwork
Face.
The injection signal is made to beHave
Then,That is system stability.
In formula, λ is postiive gain;η is the parameter that can be adjusted in injection signal.Wherein,η0For the first of η
Initial value.
During sliding formwork motion state, for the uncertain and parameter perturbation of system, most of tradition sliding formwork function
Discontinuous injection signal, i.e. sign function sgn () are selected, switching function can be made to level off to zero.However, sign function category
In Discontinuous Function, it is buffeted using the high frequency that can cause system.The smooth continuous injection signal that the present invention is selected, wherein including
Integral term can avoid system chatter and eliminate steady-state error, robustness effect is preferable.
3) indication torque estimates equation
Indication torque estimates that equation is
Bring formula (15) into formula (16), obtain indication torque and estimate that equation is:
Therefore, closed-loop system is
In this example, engine is the stroke of four-in-line four, and its ignition cycle order is 1-3-4-2, emulates basic parameter
Value is as shown in table 1:
The engine basic parameter of table 1 is configured
Fig. 3 to Fig. 5 is the simulated effect figure based on non-singular terminal sliding mode observer using the present invention.
As a result show, the method can pass through the estimate for changing indication torque, make crank shaft angle speed estimate right well
Actually enter variable signal to be tracked.Finally it is obtained in that preferable indication torque estimation effect.
Bibliography:
[1] Wang Jinli, Yang Fuyuan, Ou Yangminggao, Li Jianqiu. the internal combustion engine point cylinder combustion based on cylinder cylinder pressure and transient speed
Burn state estimation. internal-combustion engine engineering, 2016 (04):20-27.
[2] Huahai's moral, Ma Ning, Ma Jie, Zhang Guichen, the Yellow River. the marine diesel moment of torsion based on CMAC Neural Network is online
Estimate. internal-combustion engine engineering, 2013 (01):62-66.
[3] Du Changqing, Yan Fuwu, Li Jingsong, Hou Xianjun. engine performance measuring and moment of torsion control prototype method for building up grind
Study carefully. internal-combustion engine engineering, 2010 (01):60-64.
[4]Franco,J.,M.A.Franchek and K.Grigoriadis.Real-time brake torque
estimation for internal combustion engines.Mechanical systems and signal
processing,2008.22(2):338-361.
[5]Zweiri,Y.H.and L.D.Seneviratne,Diesel engine indicated and load
torque estimation using a non-linear observer.Proceedings of the Institution
of Mechanical Engineers,Part D:Journal of Automobile Engineering,2006.220(6):
775-78.
[6]Hirahara,H.,K.Yoshida and M.Iwase.Torque estimation based on
nonlinear engine model considering crankshaft torsion.in Advanced Intelligent
Mechatronics(AIM),2010 IEEE/ASME International Conference on.2010:IEEE.
[7] Wang Zansong, Chu Fulei. the real-time estimation based on the theoretical automobile engine indication torque of Second Order Sliding Mode. vibration
Engineering journal, 2004.17 (z1):252-255.
[8]Chauvin,J.,et al.Real-time combustion torque estimation on a
diesel engine test bench using time-varying Kalman filtering.in Decision and
Control,2004.CDC.43rd IEEE Conference on.2004:IEEE.
[9]Itoh,Y.,K.Higashi and M.Iwase.UKF-based estimation of indicated
torque for IC engines utilizing nonlinear two-inertia model.in Decision and
Control(CDC),2012IEEE 51st Annual Conference on.2012:IEEE.
[10]Wang,Y.and F.Chu,Application of non-linear observers to on-line
estimation of indicated torque in automotive engines.Proceedings of the
Institution of Mechanical Engineers,Part D:Journal of Automobile Engineering,
2005.219(1):65-75.
[11]Wang,Y.and F.Chu,Real-time misfire detection via sliding mode
observer.Mechanical systems and signal processing,2005.19(4):900-912.
[12] king's Yun pine, Chu Fulei. the automobile engine on-line monitoring and fault diagnosis based on sliding mode tracking control. Tsing-Hua University
College journal, 2005.45 (2):182-185. .
Claims (5)
1. the engine indication torque method of estimation of non-singular terminal sliding mode observer is based on, it is characterised in that including following step
Suddenly:
Obtain crank shaft angle θ of engine real-time change, and Engine Instantaneous Speed Signals;Set up based on crank angle θ and finger
Show torque Ti, inertia torque Tr, friction torque TfWith load torque TlThe non-linear crankshaft dynamic model of multicylinder engine;
According to crank shaft angle θ, angular velocity of crankshaftAnd crankshaft angular accelerationBetween relation, calculate crankshaft angular acceleration;
Set up non-singular terminal sliding-mode surface s;
Estimate that equation calculates indication torque estimate according to indication torque
When continuous injection signal can order about sliding-mode surface s to zero, then output obtains indication torque estimate
When sliding-mode surface s is unsatisfactory for condition, then angular acceleration estimateComputing is integrated, angular velocity of crankshaft estimate is obtainedReturn system recalculates indication torque estimate
2. the engine indication torque method of estimation of non-singular terminal sliding mode observer is based on according to claim 1, and it is special
Levy and be:The non-linear crankshaft dynamic model of the multicylinder engine is:
OrderUse angular velocity of crankshaft estimateReplace angular velocity of crankshaft ω,
In formula:
Je=m1r2[f(θ)]2+m2r2
For indication torque estimate;JeIt is the inertia equation with regard to crank shaft angle θ;m1For equivalent reciprocal lumped mass;m2For equivalent
Rotation lumped mass;R is crank throw;D is damped coefficient;M is car mass;G is acceleration of gravity;rwFor radius of wheel;ig
For transmission ratio;ioFor main reducing gear speed reducing ratio;ηTFor speed changer mechanical efficiency;F is road damped coefficient;I is road slope
Degree;φkFor kth cylinder relative to the 1st cylinder ignition phase place;N is cylinder sum;ρ is the hollow air tightness of traveling process;δ
For correction coefficient of rotating mass;A is front face area of automobile;CDFor coefficient of air resistance.
3. the engine indication torque method of estimation based on non-singular terminal sliding mode observer according to claim 1 or claim 2, its
It is characterised by:The non-singular terminal sliding-mode surface s is:
In formula, k1, k2It is divided into normal number, defines system convergence speed;Sgn () is sign function,Estimate for angular velocity of crankshaft
Evaluation, ω is angular velocity of crankshaft.
4. the engine indication torque method of estimation of non-singular terminal sliding mode observer is based on according to claim 3, and it is special
Levy and be:The indication torque estimates that equation is:
In formula, J (θ) is the concentration Effective Moment of Inertia of engine; For the evaluated error of angular velocity of crankshaft.
5. the engine indication torque method of estimation of non-singular terminal sliding mode observer is based on according to claim 1 or 4, its
It is characterised by:The continuous injection signal is
λ is postiive gain;η is customized parameter in injection signal, wherein,η0For the initial value of η.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710100032.2A CN106647288B (en) | 2017-02-23 | 2017-02-23 | Engine indication torque estimation method based on non-singular terminal sliding mode observer |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710100032.2A CN106647288B (en) | 2017-02-23 | 2017-02-23 | Engine indication torque estimation method based on non-singular terminal sliding mode observer |
Publications (2)
Publication Number | Publication Date |
---|---|
CN106647288A true CN106647288A (en) | 2017-05-10 |
CN106647288B CN106647288B (en) | 2019-05-31 |
Family
ID=58846072
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201710100032.2A Active CN106647288B (en) | 2017-02-23 | 2017-02-23 | Engine indication torque estimation method based on non-singular terminal sliding mode observer |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN106647288B (en) |
Cited By (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107989708A (en) * | 2017-12-08 | 2018-05-04 | 天津大学 | Self study engine torque control system and its method based on disturbance observation |
CN108071502A (en) * | 2017-12-08 | 2018-05-25 | 天津大学 | Torque control system and its method based on MAP self studies and disturbance compensation |
CN109445448A (en) * | 2018-10-31 | 2019-03-08 | 中国人民解放军战略支援部队航天工程大学 | A kind of wheel control moonlet Adaptive Integral Sliding Mode Attitude controller |
CN109751137A (en) * | 2018-12-13 | 2019-05-14 | 清华大学 | A kind of motor instant torque estimation method based on inner pressure of air cylinder |
CN109885876A (en) * | 2019-01-15 | 2019-06-14 | 江苏大学 | A kind of sliding mode observer Real-time modeling set method for electric boosting steering system fault diagnosis |
CN111347421A (en) * | 2018-12-21 | 2020-06-30 | 皮尔茨公司 | Method and apparatus for torque estimation |
CN111749800A (en) * | 2020-06-15 | 2020-10-09 | 天津大学 | Self-learning rotating speed control method based on load change rate active observation |
CN108762088B (en) * | 2018-06-20 | 2021-04-09 | 山东科技大学 | Sliding mode control method for hysteresis nonlinear servo motor system |
CN113268084A (en) * | 2021-06-29 | 2021-08-17 | 南京工业大学 | Intelligent fault-tolerant control method for unmanned aerial vehicle formation |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103661398A (en) * | 2013-12-24 | 2014-03-26 | 东南大学 | Vehicle non-steering left rear wheel linear speed estimation method based on sliding-mode observer |
CN104747288A (en) * | 2013-12-26 | 2015-07-01 | 联创汽车电子有限公司 | Engine indicating torque estimating method and engine indicating torque circulating circuit |
CN105035079A (en) * | 2015-07-29 | 2015-11-11 | 江苏大学 | Power switching coordination control method of coaxial parallel hybrid electric vehicle with engine torque observer |
-
2017
- 2017-02-23 CN CN201710100032.2A patent/CN106647288B/en active Active
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103661398A (en) * | 2013-12-24 | 2014-03-26 | 东南大学 | Vehicle non-steering left rear wheel linear speed estimation method based on sliding-mode observer |
CN104747288A (en) * | 2013-12-26 | 2015-07-01 | 联创汽车电子有限公司 | Engine indicating torque estimating method and engine indicating torque circulating circuit |
CN105035079A (en) * | 2015-07-29 | 2015-11-11 | 江苏大学 | Power switching coordination control method of coaxial parallel hybrid electric vehicle with engine torque observer |
Non-Patent Citations (3)
Title |
---|
YONGFU LI 等: "Extended-State-Observer-Based Double-Loop Integral Sliding-Mode Control of Electronic Throttle Valve", 《IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS》 * |
周铜林 等: "基于智能双积分滑模控制的发动机指示扭矩估计", 《科技视界》 * |
王赟松 等: "基于二阶滑模理论的汽车发动机指示扭矩的实时估计", 《振动工程学报》 * |
Cited By (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107989708A (en) * | 2017-12-08 | 2018-05-04 | 天津大学 | Self study engine torque control system and its method based on disturbance observation |
CN108071502A (en) * | 2017-12-08 | 2018-05-25 | 天津大学 | Torque control system and its method based on MAP self studies and disturbance compensation |
CN108071502B (en) * | 2017-12-08 | 2020-07-28 | 天津大学 | Torque control system and method based on MAP self-learning and disturbance compensation |
CN108762088B (en) * | 2018-06-20 | 2021-04-09 | 山东科技大学 | Sliding mode control method for hysteresis nonlinear servo motor system |
CN109445448A (en) * | 2018-10-31 | 2019-03-08 | 中国人民解放军战略支援部队航天工程大学 | A kind of wheel control moonlet Adaptive Integral Sliding Mode Attitude controller |
CN109445448B (en) * | 2018-10-31 | 2021-08-17 | 中国人民解放军战略支援部队航天工程大学 | Self-adaptive integral sliding-mode attitude controller for wheel-controlled minisatellite |
CN109751137A (en) * | 2018-12-13 | 2019-05-14 | 清华大学 | A kind of motor instant torque estimation method based on inner pressure of air cylinder |
CN111347421A (en) * | 2018-12-21 | 2020-06-30 | 皮尔茨公司 | Method and apparatus for torque estimation |
CN109885876A (en) * | 2019-01-15 | 2019-06-14 | 江苏大学 | A kind of sliding mode observer Real-time modeling set method for electric boosting steering system fault diagnosis |
CN109885876B (en) * | 2019-01-15 | 2023-10-13 | 江苏大学 | Real-time modeling method of sliding mode observer for fault diagnosis of electric power steering system |
CN111749800A (en) * | 2020-06-15 | 2020-10-09 | 天津大学 | Self-learning rotating speed control method based on load change rate active observation |
CN113268084A (en) * | 2021-06-29 | 2021-08-17 | 南京工业大学 | Intelligent fault-tolerant control method for unmanned aerial vehicle formation |
Also Published As
Publication number | Publication date |
---|---|
CN106647288B (en) | 2019-05-31 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN106647288B (en) | Engine indication torque estimation method based on non-singular terminal sliding mode observer | |
Shiao et al. | Cylinder pressure and combustion heat release estimation for SI engine diagnostics using nonlinear sliding observers | |
CN107002578B (en) | Method and device for determining a propulsion torque | |
CN104712685B (en) | The method for estimating transmission clutch moment of torsion | |
US9989029B2 (en) | Method and device for determining a charge air mass flow rate | |
CN105283749A (en) | Engine bench system | |
CN105404750A (en) | Turboshaft engine self-adaptive model building method based on modified Broyden algorithm to solve equation set | |
Liao et al. | Real-time road slope estimation based on adaptive extended Kalman filter algorithm with in-vehicle data | |
CN101995337A (en) | System and method for testing acceleration performance of turbocharger | |
Adibi Asl et al. | Modeling torque converter characteristics in automatic drivelines: lock-up clutch and engine braking simulation | |
JP4788640B2 (en) | In-cylinder pressure estimation method and cylinder pressure estimation apparatus for internal combustion engine | |
CN104568445A (en) | Engine load detection device and engine load detection method | |
Sakai et al. | Torque demand control by nonlinear MPC for speed control of vehicles with variable valve lift engine | |
CN103149032B (en) | Dynamic detection method of engine exhaust pressure and flux | |
Enchev | Analysis of gas exchange of marine diesel engine by equilibration and minimization of deviations in the equilibrium states | |
US10648418B2 (en) | Method and system for calculating Atkinson cycle intake flowrate of internal combustion engine | |
Wang et al. | Adaptive air-fuel ratio control with MLP network | |
Min et al. | Estimation of intake oxygen concentration using a dynamic correction state with Extended Kalman Filter for Light-Duty diesel engines | |
Sakai et al. | Torque demand control by nonlinear MPC with constraints for vehicles with variable valve lift engine | |
CN104933226B (en) | A kind of control calculation method of engine motor oil temperature | |
Ali et al. | Cycle-by-cycle estimation of IMEP and peak pressure using crankshaft speed measurements | |
Li et al. | Air path system control of turbocharged gasoline engine based on fuzzy PID | |
JP2002506169A (en) | Calculation method of indicated mean pressure of internal combustion engine | |
Alt et al. | Multiple sliding surface control of idle engine speed and torque reserve with dead start assist control | |
Hou | Air fuel ratio control for gasoline engine using neural network multi-step predictive model |
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 | ||
GR01 | Patent grant | ||
GR01 | Patent grant |