TWI602725B - Method and apparatus for vehicle path tracking with error correction - Google Patents
Method and apparatus for vehicle path tracking with error correction Download PDFInfo
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Description
本發明是關於一種車輛軌跡追蹤裝置及方法,尤指一種具路徑誤差修正的車輛軌跡追蹤裝置及方法。The present invention relates to a vehicle trajectory tracking device and method, and more particularly to a vehicle trajectory tracking device and method with path error correction.
先進駕駛輔助系統(Advanced-Driver Assistance System, ADAS)是自動駕駛車輛中的主要基礎之一,諸如障礙物辨識感測、輔助駕駛決策、車間與車內通訊等各方面都算是先進駕駛輔助系統中的重要子系統,主要透過各類感測器取得車輛自身資訊、周圍路況資訊等,再由電子控制單元進行資訊分析處理,以產生相應的控制訊號。Advanced-Driver Assistance System (ADAS) is one of the main foundations in autonomous vehicles, such as obstacle recognition sensing, assisted driving decisions, workshop and in-vehicle communication, etc. The important subsystems mainly obtain the vehicle's own information and surrounding road condition information through various sensors, and then the electronic control unit performs information analysis and processing to generate corresponding control signals.
請參考圖9,為傳統車輛軌跡追蹤的控制邏輯示意圖,圖中表示先進駕駛輔助系統中的一控制器100可依據一已知的目標軌跡200及回授得到的車輛行駛的實際軌跡,比較該目標軌跡200與實際軌跡之間的誤差量,根據該誤差量估算出一轉向角度,以該轉向角度控制車輛適當地調整移動路徑,目的是希望車輛盡可能地追蹤該目標軌跡200而進行運動。Please refer to FIG. 9 , which is a control logic diagram of a conventional vehicle trajectory tracking. The figure shows that a controller 100 in the advanced driving assistance system can compare the known target trajectory 200 and the actual trajectory of the vehicle traveled by the feedback. The amount of error between the target trajectory 200 and the actual trajectory is estimated based on the amount of error, and the steering angle is used to control the vehicle to appropriately adjust the moving path. The purpose is to expect the vehicle to track the target trajectory 200 as much as possible to perform motion.
再請參考圖10,當車輛依據圖9中的控制邏輯自動調整自身行駛路徑時,實際上可能發生如第一修正路徑310或第二修正路徑320的運動情況。第一修正路徑310代表在修正過程中,因為修正過慢,車輛在變換路徑時(如轉向)與目標軌跡200產生明顯差距。另一種情況是第二修正路徑320,代表在修正過程中,因幅度過大,偏移過頭後而再次修正回目標軌跡200。Referring again to FIG. 10, when the vehicle automatically adjusts its own travel path according to the control logic in FIG. 9, the motion of the first modified path 310 or the second modified path 320 may actually occur. The first correction path 310 represents that during the correction process, because the correction is too slow, the vehicle has a significant difference from the target trajectory 200 when changing paths (such as steering). The other case is the second correction path 320, which means that during the correction process, the target track 200 is corrected again because the amplitude is too large and the offset is excessive.
會產生如圖10所述的第一修正路徑310或第二修正路徑320問題,原因在於控制器100僅比較該目標軌跡200與實際軌跡之間的誤差量,未考量在修正過程中車輛本身的動態變化。當車輛的運動過程是如同第一修正路徑310或第二修正路徑320時,因短時間內偏移幅度明顯且頻繁,恐會對車上乘客造成不適或有車輛翻覆的風險。The first correction path 310 or the second correction path 320 problem as described in FIG. 10 may occur because the controller 100 only compares the amount of error between the target trajectory 200 and the actual trajectory, and does not consider the vehicle itself during the correction process. Dynamic changes. When the motion process of the vehicle is like the first correction path 310 or the second correction path 320, the offset amplitude is obvious and frequent in a short time, which may cause discomfort to the passenger on the vehicle or risk of overturning the vehicle.
本發明的主要目的是提供一種可維持車輛穩定轉向,避免發生車輛翻覆等意外的具路徑誤差修正的車輛軌跡追蹤方法。SUMMARY OF THE INVENTION A primary object of the present invention is to provide a vehicle trajectory tracking method that can maintain a stable steering of a vehicle and avoid accidents such as vehicle overturning.
為達成前述目的,本發明方法包含: 擷取車輛即時資訊及一目標軌跡; 根據車輛即時資訊,建立一預測軌跡; 根據車輛即時資訊,判斷出一車輛橫擺率門檻值; 計算該車輛橫擺率門檻值所對應的一轉向角; 估算該轉向角所對應的一側向誤差修正量; 判斷該側向誤差修正量是否未大於該目標軌跡與該預測軌跡之間的一誤差值; 當側向誤差修正量未大於目標軌跡與預測軌跡的誤差值,以該側向誤差修正量所對應的轉向角控制車輛轉向; 當側向誤差修正量大於目標軌跡與預測軌跡的誤差值,以該誤差值所對應的轉向角控制車輛轉向。In order to achieve the foregoing objective, the method of the present invention comprises: extracting real-time information of the vehicle and a target trajectory; establishing a predicted trajectory according to the real-time information of the vehicle; determining a yaw rate of the vehicle according to the instantaneous information of the vehicle; calculating the yaw of the vehicle a steering angle corresponding to the threshold value; estimating a lateral error correction amount corresponding to the steering angle; determining whether the lateral error correction amount is not greater than an error value between the target trajectory and the predicted trajectory; The error correction amount is not greater than the error value of the target trajectory and the predicted trajectory, and the steering angle is controlled by the steering angle corresponding to the lateral error correction amount; when the lateral error correction amount is greater than the error value of the target trajectory and the predicted trajectory, the error is The steering angle corresponding to the value controls the steering of the vehicle.
本發明將該預測軌跡與目標軌跡的誤差值作為一合理的誤差修正門檻,並參考車輛即時資訊,估算出一誤差修正量,在不超過該修正門檻的前提下,可根據該誤差修正量控制車輛的偏轉幅度,避免車輛轉向幅度過大而發生意外,令車輛可以因應各種道路狀況追蹤該目標軌跡而平穩行駛。The error value of the predicted trajectory and the target trajectory is used as a reasonable error correction threshold, and an error correction amount is estimated by referring to the vehicle real-time information, and the error correction amount can be controlled according to the error correction amount without exceeding the correction threshold The deflection range of the vehicle avoids accidents caused by the excessive steering angle of the vehicle, so that the vehicle can smoothly track the target trajectory according to various road conditions.
請參考圖1、2所示,本發明根據車輛的即時資訊建立一預測軌跡TP ,該預測軌跡TP 與一己獲得的目標軌跡TG 比較而得出一誤差值ê,並根據車輛的即時資訊計算出一側向誤差修正量,以決定應利用該誤差值ê或側向誤差修正量所對應之轉向角度,控制車輛變換路徑。Referring to FIG. 1 and FIG. 2, the present invention establishes a predicted trajectory T P according to the instantaneous information of the vehicle, and the predicted trajectory T P is compared with a target trajectory T G obtained by the vehicle to obtain an error value ê, and according to the instant of the vehicle. Information to calculate the lateral error correction To determine whether the error value ê or the lateral error correction amount should be utilized The corresponding steering angle controls the vehicle change path.
首先說明圖2,目標軌跡TG 是以實線表示,為根據現有技術即能建立,故不再贅述;預測軌跡TP 是本發明中所建立,後面將有更進一步的說明;本發明依據車輛的即時資訊所計算出之側向誤差修正量,即對應於一規劃軌跡TE ,其中,在控制車輛行進時,視計算結果選用依據預測軌跡TP 或規劃軌跡TE 而前進,以使車輛的實際運動路徑盡可能維持與該目標軌跡TG 一致。以下將詳細說明本發明方法的詳細技術。First, FIG. 2, the target trajectory T G is represented by a solid line, which can be established according to the prior art, and therefore will not be described again; the predicted trajectory T P is established in the present invention, which will be further explained later; Lateral error correction calculated from the vehicle's real-time information That is, corresponding to a planned trajectory T E , wherein, when controlling the vehicle to travel, the calculation result is selected to advance according to the predicted trajectory T P or the planned trajectory T E , so that the actual moving path of the vehicle is maintained as much as possible with the target trajectory T G is consistent. Detailed techniques of the method of the present invention will be described in detail below.
請參考圖3,本發明的方法包含有下述步驟:Referring to FIG. 3, the method of the present invention includes the following steps:
S31:擷取車輛即時資訊及一目標軌跡TG ,其中車輛即時資訊可包含但不限於車速、側向加速度、駕駛者車輛模型、行駛情境等。S31: Capture vehicle real-time information and a target trajectory T G , wherein the vehicle real-time information may include, but is not limited to, vehicle speed, lateral acceleration, driver vehicle model, driving situation, and the like.
S32:建立一預測軌跡TP ,利用車輛即時資訊,估算預測軌跡TP 。本實施例以圖4所示的模型為例說明,車輛前輪(以矩形圖案示意)的輪距中心以(x,y)表示其目前位置,在下一時間的預測位置以表示,其中,,D代表輪距中心(x,y)至轉向瞬心的長度,代表前輪轉角的角度。因此基於車輛從過去到目前位置所構成的歷史軌跡,可連續估算出不同時間的預測位置,藉此形成一預測軌跡TP ,如與目標軌跡TG 有所不同,即存在目標軌跡TG 與預測軌跡TP 的誤差值ê。S32: Establish a predicted trajectory T P , and use the vehicle real-time information to estimate the predicted trajectory T P . In this embodiment, the model shown in FIG. 4 is taken as an example to illustrate that the center of the wheel of the front wheel of the vehicle (indicated by a rectangular pattern) indicates its current position by (x, y), and the predicted position at the next time is Said that , , D represents the length of the track center (x, y) to the length of the steering instant, Represents the angle of the front wheel corner. Therefore, based on the historical trajectory of the vehicle from the past to the present position, the predicted position at different times can be continuously estimated. Thereby, a predicted trajectory T P is formed, which is different from the target trajectory T G , that is, there is an error value ê of the target trajectory T G and the predicted trajectory T P .
S33:判斷車輛橫擺率門檻值,根據車輛即時資訊藉由查表方式,判斷出對應目前車輛即時資訊的車輛橫擺率門檻值,因為是利用查表法判斷出,可利用現有的車輛模型配備模擬程式,預先建立一對照表,該對照表記錄車輛不同狀態下所對應的車輛橫擺率門檻值。在本實施例中,該對照表記錄不同車速分別對應的車輛橫擺率門檻值,即根據車輛的即時車速進行查表,判斷對應該即時車速的橫擺率門檻值。S33: Judging the vehicle yaw rate threshold According to the real-time information of the vehicle, the yaw rate of the vehicle corresponding to the current vehicle real-time information is judged by means of table lookup. Because it is judged by the look-up table method, the existing vehicle model can be equipped with a simulation program, and a comparison table is pre-established, and the comparison table records the vehicle yaw rate threshold corresponding to different states of the vehicle. . In this embodiment, the comparison table records the vehicle yaw rate threshold corresponding to different vehicle speeds respectively. , that is, according to the instantaneous speed of the vehicle, check the table to determine the yaw rate threshold corresponding to the instantaneous speed. .
S34: 計算轉向角,根據查表得到的該橫擺率門檻值,計算出一對應的轉向角,本實施例利用如圖5的腳踏車模型,依據下式計算出轉向角:其中,代表橫擺率,L代表車輛長度,vx 代表縱向車速,vch 代表車速。S34: Calculate the steering angle, and the yaw rate threshold obtained according to the look-up table , calculate a corresponding steering angle In this embodiment, the bicycle model of FIG. 5 is used, and the steering angle is calculated according to the following formula. : among them, Represents the yaw rate, L represents the vehicle length, v x represents the longitudinal speed, and v ch represents the vehicle speed.
S35:估算側向誤差修正量,當轉向角計算出來,再結合車輛的即時車速,計算出側向誤差修正量,可利用下面所列的車輛側向運動狀態空間方程式求出:各已知參數代表的意義如下:vch :車速vx : 縱向車速vy :側向車速C α f : 前輪轉向剛性C α r :後輪轉向剛性L : 車輛長度m :車輛質量a : 前軸至重心長度b :後軸至重心長度Iz : 轉動慣量 y:車輛側向位移: 偏航角r :橫擺率():前輪轉角 其中,側向誤差修正量即是上述方程式中的。S35: Estimating the lateral error correction amount When the steering angle Calculated, combined with the instantaneous speed of the vehicle, calculate the lateral error correction It can be obtained by using the vehicle lateral motion state space equation listed below: The meanings of the known parameters are as follows: v ch : vehicle speed v x : longitudinal vehicle speed v y : lateral vehicle speed C α f : front wheel steering stiffness C α r : rear wheel steering stiffness L : vehicle length m : vehicle mass a : front Axis to center of gravity length b : rear axle to center of gravity Iz : moment of inertia y: vehicle lateral displacement : yaw angle r : yaw rate ( ) : front wheel angle, where lateral error correction That is, in the above equation .
S36:判斷側向誤差修正量是否未大於目標軌跡與預測軌跡的誤差值ê ()。S36: Judging the lateral error correction amount Is it not greater than the error value of the target trajectory and the predicted trajectory ê ( ).
S37:若側向誤差修正量未大於目標軌跡與預測軌跡的誤差值ê,以側向誤差修正量所對應的轉向角控制車輛偏轉。如圖6所示,目標軌跡TG 與預測軌跡TP 的誤差值ê大於計算出來的側向誤差修正量,因此可以利用該側向誤差修正量對應的轉向角控制車輛,使車輛沿著規劃軌跡TE 前進,並更趨近於目標軌跡TG 。S37: If the lateral error correction amount Not more than the error value ê of the target trajectory and the predicted trajectory, with the lateral error correction amount Corresponding steering angle Control vehicle deflection. As shown in FIG. 6, the error value ê of the target trajectory T G and the predicted trajectory T P is greater than the calculated lateral error correction amount. Therefore, the lateral error correction amount can be utilized Corresponding steering angle The vehicle is controlled such that the vehicle advances along the planned trajectory T E and is closer to the target trajectory T G .
S38:若側向誤差修正量大於目標軌跡與預測軌跡的誤差值ê,以誤差值ê所對應的轉向角控制車輛偏轉。如圖7所示,若計算出的側向誤差修正量大於誤差值ê時,假設仍依用該誤差修正量對應的轉向角控制車輛沿規劃軌跡TE 前進,可明顯看出車輛相對於目標軌跡TG 將會偏轉過頭,勢必需再次修正回目標軌跡TG ,故不會採用該轉向角。相反的,在此情況下,將會根據目標軌跡與預測軌跡的誤差值ê,反算出對應之轉向角,以該轉向角控制車輛偏轉。S38: If the lateral error correction amount The error value ê greater than the target trajectory and the predicted trajectory, and the steering angle corresponding to the error value ê Control vehicle deflection. As shown in Figure 7, if the calculated lateral error correction amount When the error value is greater than ê, it is assumed that the error correction amount is still used. Corresponding steering angle Controlling the vehicle proceeds along the planned trajectory T E, apparent trajectory of the vehicle relative to the target T G will be deflected too far, is bound to be corrected back again to the target track T G, it will not use the steering angle . Conversely, in this case, the corresponding steering angle will be calculated based on the error value ê of the target trajectory and the predicted trajectory. With the steering angle Control vehicle deflection.
請參考圖8,為本發明具路徑誤差修正的車輛軌跡追蹤裝置的方塊圖,該裝置是安裝在車輛中,可執行如圖3所示的方法,該裝置包含有:Please refer to FIG. 8 , which is a block diagram of a vehicle trajectory tracking device with path error correction according to the present invention. The device is installed in a vehicle and can perform the method shown in FIG. 3 , and the device includes:
複數個感測器10,用以分別感測多種不同的車輛即時資訊,該感測器10的種類可包含有車速感測器、加速度感測器、鏡頭、定位裝置(GPS)、慣性測量器(IMU)等不同類型之一種或多種組合;The plurality of sensors 10 are respectively configured to respectively sense different kinds of vehicle real-time information, and the types of the sensors 10 may include a vehicle speed sensor, an acceleration sensor, a lens, a positioning device (GPS), and an inertial measurer. One or more combinations of different types such as (IMU);
一軌跡預測單元20,依據車輛即時資訊, 建立預測軌跡TP ;及a trajectory prediction unit 20, based on the vehicle real-time information, establishing a predicted trajectory T P ;
一軌跡修正單元30,依據車輛即時資訊計算出一側向誤差修正量,並判斷該側向誤差修正量是否大於一誤差值ê,以決定輸出對應該側向誤差修正量之轉向角或誤差值ê對應之轉向角,令車輛根據輸出的轉向角變換路徑。A trajectory correction unit 30 calculates a lateral error correction amount based on the vehicle real-time information And determine the lateral error correction Whether it is greater than an error value ê to determine the output corresponding to the lateral error correction Steering angle Or the steering angle corresponding to the error value ê Let the vehicle change the path according to the steering angle of the output.
其中,該軌跡修正單30可執行如步驟S33~S38之詳細流程,故不再贅述。該軌跡預測單元20及該軌跡修正單元30可以整合成同一個單元,或由單一個微處理器實現。The trajectory correction unit 30 can perform the detailed processes of steps S33 to S38, and therefore will not be described again. The trajectory prediction unit 20 and the trajectory correction unit 30 may be integrated into the same unit or implemented by a single microprocessor.
綜上所述,本發明依據車輛的即時資訊建立一預測軌跡TP ,該預測軌跡TP 與一己獲得的目標軌跡TG 比較而得出一誤差值ê,該誤差值ê即代表車輛轉向之最大可容許量,當車輛轉角不超過該最大可容許量,即能確保車輛行駛平穩,避免車輛翻覆等危險情況,乘客可享有較舒適的感受。本發明參考車輛即時資訊,估算出一誤差修正量,在車輛轉角不超過該最大可容許量的前提下,可根據該誤差修正量控制車輛,使其運動路線更趨近於一目標軌跡。In summary, the present invention establishes a predicted trajectory T P according to the instantaneous information of the vehicle, and the predicted trajectory T P is compared with a target trajectory T G obtained by the vehicle to obtain an error value ê, which represents the steering of the vehicle. The maximum allowable amount, when the vehicle's corner does not exceed the maximum allowable amount, can ensure the smooth running of the vehicle, avoid dangerous situations such as vehicle overturning, and passengers can enjoy a more comfortable feeling. The present invention estimates an error correction amount with reference to the vehicle real-time information. Under the premise that the vehicle corner does not exceed the maximum allowable amount, the vehicle can be controlled according to the error correction amount to make the motion path closer to a target trajectory.
10‧‧‧感測器
20‧‧‧軌跡預測單元
30‧‧‧軌跡修正單元
100‧‧‧控制器
200‧‧‧目標軌跡
310‧‧‧第一修正路徑
320‧‧‧第二修正路徑
TP‧‧‧預測軌跡
TG‧‧‧目標軌跡
TE‧‧‧規劃軌跡10‧‧‧ Sensors
20‧‧‧Track prediction unit
30‧‧‧Track Correction Unit
100‧‧‧ Controller
200‧‧‧target trajectory
310‧‧‧First amendment path
320‧‧‧Second amendment path
T P ‧‧‧ predicted trajectory
T G ‧‧‧target trajectory
T E ‧‧‧ planning track
圖1:本發明的控制邏輯示意圖。 圖2:本發明車輛軌跡追蹤的路徑示意圖 圖3:本發明的方法流程圖。 圖4:本發明估算預測軌跡之計算示意圖。 圖5:本發明利用腳踏車模型計算轉向角之示意圖。 圖6:本發明依據側向誤差修正量控制車輛行進之示意圖。 圖7:本發明依據目標軌跡與預測軌跡的誤差值ê控制車輛行進之示意圖。 圖8:本發明裝置的方塊圖。 圖9:傳統車輛軌跡追蹤的控制邏輯示意圖。 圖10:傳統車輛軌跡追蹤的路徑示意圖。Figure 1: Schematic diagram of the control logic of the present invention. Figure 2: Schematic diagram of the path of vehicle trajectory tracking of the present invention. Figure 3: Flow chart of the method of the present invention. Figure 4: Schematic diagram of the calculation of the estimated predicted trajectory of the present invention. Figure 5: Schematic diagram of the present invention using the bicycle model to calculate the steering angle. Figure 6: The present invention is based on lateral error correction A schematic diagram of controlling the travel of the vehicle. Figure 7: Schematic diagram of the present invention for controlling vehicle travel based on the error value ê of the target trajectory and the predicted trajectory. Figure 8 is a block diagram of the apparatus of the present invention. Figure 9: Control logic diagram of traditional vehicle trajectory tracking. Figure 10: Schematic diagram of the path of traditional vehicle trajectory tracking.
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US6795765B2 (en) * | 2001-03-22 | 2004-09-21 | Visteon Global Technologies, Inc. | Tracking of a target vehicle using adaptive cruise control |
CN103998324A (en) * | 2011-12-26 | 2014-08-20 | 丰田自动车株式会社 | Vehicle travel trajectory control device |
CN104245463A (en) * | 2012-01-19 | 2014-12-24 | 标致·雪铁龙汽车公司 | Method for correcting the course of a motor vehicle and associated motor vehicle course correction device |
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US6795765B2 (en) * | 2001-03-22 | 2004-09-21 | Visteon Global Technologies, Inc. | Tracking of a target vehicle using adaptive cruise control |
CN103998324A (en) * | 2011-12-26 | 2014-08-20 | 丰田自动车株式会社 | Vehicle travel trajectory control device |
CN104245463A (en) * | 2012-01-19 | 2014-12-24 | 标致·雪铁龙汽车公司 | Method for correcting the course of a motor vehicle and associated motor vehicle course correction device |
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