JP2006007376A - Control device for humanoid robot - Google Patents

Control device for humanoid robot Download PDF

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JP2006007376A
JP2006007376A JP2004189371A JP2004189371A JP2006007376A JP 2006007376 A JP2006007376 A JP 2006007376A JP 2004189371 A JP2004189371 A JP 2004189371A JP 2004189371 A JP2004189371 A JP 2004189371A JP 2006007376 A JP2006007376 A JP 2006007376A
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ground
foot
humanoid robot
control device
robot
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JP4735927B2 (en
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Kensuke Harada
研介 原田
Hideji Kajita
秀司 梶田
Fumio Kanehiro
文男 金広
Seiji Fujiwara
清司 藤原
Kenji Kaneko
健二 金子
Kazuhito Yokoi
一仁 横井
Hirohisa Hirukawa
博久 比留川
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National Institute of Advanced Industrial Science and Technology AIST
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Abstract

<P>PROBLEM TO BE SOLVED: To provide a control device for a humanoid robot capable of stably walking while pushing an object. <P>SOLUTION: The control device for the humanoid robot capable of continuously pushing the object placed on a floor is equipped with a control means for controlling so as to push the object during a double-leg supporting period in which both legs of the robot are on the ground and so as not to push the object during a single-leg supporting period in which only one leg is on the ground. The control device for the humanoid robot capable of continuously pushing the object placed on the floor carries out control for pushing the object by controlling reactive force of the hands during the double-leg supporting period in which both legs of the robot are on the ground and for stepping by an amount of previously pushing the object without pushing the object during the single-leg supporting period in which only one leg is on the ground. <P>COPYRIGHT: (C)2006,JPO&NCIPI

Description

本発明は、手先で物体を押しながら安定した歩容を行うことができるようにした人間型ロボットの制御装置に関する。   The present invention relates to a control device for a humanoid robot capable of performing a stable gait while pushing an object with a hand.

近年は2足歩行を行い、手先を備えた腕によって各種作業を行うことができるようにした人間型ロボットの開発が広く進められている。人間型ロボットが実環境において実際に作業できるためには、マニピュレーション機能が欠かせないが、人間型ロボットによるマニピュレーションの研究は必ずしも充分には研究されていないのが実状である。   In recent years, the development of humanoid robots that can walk on two legs and perform various tasks with an arm equipped with a hand has been widely promoted. Manipulation functions are indispensable for humanoid robots to actually work in a real environment. However, research on manipulation by humanoid robots has not been sufficiently studied.

人間型ロボットによる対象物のマニピュレーションの一形態として、例えば図1に示すように、床に置かれた大きな対象物を押す操作に着目すると、このときにはアームの制御方法の違いに応じて、位置制御をベースにした押し操作と、力制御をベースにした押し操作が考えられる。   As one form of manipulating an object by a humanoid robot, for example, as shown in FIG. 1, attention is paid to an operation of pushing a large object placed on the floor. At this time, position control is performed according to the difference in arm control method. There are two types of operations: a push operation based on the force and a push operation based on force control.

手先反力の情報を用いない位置制御をベースにした押し操作の場合は、その制御装置は容易に実装することができ、且つ対象物が軽く手先に加わる反力が小さい場合には、安定して押し操作を行うことができる。その反面、対象物が重くなると、ロボットの歩行速度が対象物の移動速度を上回ることで、ロボットが最終的に転倒する。   In the case of a push operation based on position control that does not use hand reaction force information, the control device can be easily mounted and is stable when the object is light and the reaction force applied to the hand is small. Can be pushed. On the other hand, when the object becomes heavy, the robot finally falls because the walking speed of the robot exceeds the moving speed of the object.

それに対して、手先反力の情報を用いた力制御ベースの押し操作では、手先反力の情報を元に適応的に歩容を変化させることによって、様々な重量の対象物に対して安定に押し操作できることが期待される。   In contrast, force control-based push operations using hand reaction force information can be used to stabilize objects of various weights by adaptively changing the gait based on hand reaction force information. It is expected that it can be pushed.

一方、上記のような人間型ロボットによって安定した作業を行うために、例えば特開平10−230485号公報で示されているように、目標手先力と実際の手先力が異なっている場合に、目標床反力中心点(目標ZMP)まわりのモーメント偏差を算出し、それを補償するように胴体の位置を変更する手法が提案されている(図7)。   On the other hand, in order to perform stable work by the humanoid robot as described above, when the target hand force and the actual hand force are different as shown in, for example, Japanese Patent Laid-Open No. 10-230485, A method has been proposed in which the moment deviation around the floor reaction force center point (target ZMP) is calculated and the position of the trunk is changed to compensate for the moment deviation (FIG. 7).

また、日本ロボット学会誌18 巻1号75〜86頁に示されているように、手先に加わった外力に応じて脚式移動ロボットが一歩を踏み出すタイミングを決定する手法も提案されている。
特開平10−230485号公報 日本ロボット学会誌18 巻1号75〜86 頁
In addition, as shown in Journal of the Robotics Society of Japan, Vol. 18, No. 1, pages 75-86, there has also been proposed a method for determining the timing when the legged mobile robot takes a step according to the external force applied to the hand.
Japanese Patent Laid-Open No. 10-230485 Journal of the Robotics Society of Japan Volume 18 Issue 1 Pages 75-86

例えば、上記のような人間型ロボットの手先が、前記のように床に置かれた対象物と接した状態で、この対象物を押す作業を考える。このとき、対象物の重量や対象物と床面との摩擦係数は未知であると仮定する。この状態でロボットが大きな力を加えつつ、対象物を床面上で継続的に動かしながら、転倒せずに動的な平衡状態を保つためには、ロボットの歩行パラメータが適切に設定されなくてはならない。   For example, let us consider an operation of pushing the object in the state where the hand of the humanoid robot as described above is in contact with the object placed on the floor as described above. At this time, it is assumed that the weight of the object and the coefficient of friction between the object and the floor are unknown. In this state, the robot's walking parameters are not set properly in order to maintain a dynamic equilibrium without falling down while the robot applies a large force and continuously moves the object on the floor. Must not.

しかしながら、従来から提案されている各種手法では、どのように歩行パラメータを決定すれば、安定な歩行動作が実現されるかについては、何ら指針が与えられていなかった。したがって本発明は、2足歩行の人間型ロボットにおいて物体を押しながら安定して歩容することができる人間型ロボットの制御装置を提供することを目的とする。   However, in various conventionally proposed methods, no guidance has been given on how to determine a walking parameter to realize a stable walking motion. Accordingly, an object of the present invention is to provide a control device for a humanoid robot that can stably walk while pushing an object in a biped humanoid robot.

人間型ロボットが床に置かれた対象物を継続的に押す場合、両脚が地面に着いた状態(両脚支持期)に対象物を押し、片脚のみが地面についた状態(片脚支持期)では対象物を押さない方が、ロボットが安定を保ちやすいと考えられる。また、両脚支持期に手先反力を制御することにより対象物を押し、片脚支持期では対象物を押した量だけステップすることにより、継続的な押し操作が実現される。   When a humanoid robot continuously pushes an object placed on the floor, it pushes the object while both legs are on the ground (both leg support period) and only one leg is on the ground (one leg support period) Then, it is thought that it is easier to keep the robot stable without pushing the object. Further, a continuous pressing operation is realized by pressing the object by controlling the hand reaction force during the both-leg support period and stepping by the amount of the object pressed during the one-leg support period.

上記のような考え方に基づき本発明による人間型ロボットの制御装置においては、床に置かれた対象物を継続的に押す人間型ロボットの制御装置において、両脚が地面に着いた両脚支持期に対象物を押し、片脚のみが地面についた片脚支持期では対象物を押さない制御を行う制御手段を備えたことを特徴とする。   Based on the above-described concept, the humanoid robot control device according to the present invention is a humanoid robot control device that continuously pushes an object placed on the floor. It is characterized by comprising control means for controlling the object not to be pushed during the one-leg support period in which the object is pushed and only one leg is on the ground.

また、上記人間型ロボットの制御装置は、より具体的には、両足が地面に着いていることを検出する両足接地状態検出手段と、床に置かれた対象物を押す操作を行う対象物押圧手段とを備え、前記両足接地状態検出手段により両足が地面に着いていることを検出したとき、前記対象物押圧手段で対象物を押し、前記両足接地状態検出手段でいずれかの足が地面に着いていないことを検出したとき、前記対象物押圧手段で対象物を押さないように制御する制御手段を備えることにより実現することができる。   The humanoid robot control device more specifically includes a both-foot-grounded state detecting means for detecting that both feet are on the ground, and an object pressing operation for pressing an object placed on the floor. And when the two foot contact state detecting means detects that both feet are on the ground, the object pressing means pushes the object, and the both foot contact state detecting means detects one of the feet on the ground. This can be realized by providing a control means for controlling the object not to be pressed by the object pressing means when it is detected that the object has not arrived.

また、本発明による他の人間型ロボットの制御装置は、床に置かれた対象物を継続的に押す人間型ロボットの制御装置において、両足が地面に着いた両脚支持期に手先反力を制御することにより対象物を押し、片足のみが地面に着いた片脚支持期では対象物を押した量だけステップする制御を行う制御手段を備えたことを特徴とする。   Further, another humanoid robot control device according to the present invention is a humanoid robot control device that continuously pushes an object placed on the floor, and controls the hand reaction force during the period when both legs are on the ground. And a control means for controlling to step by the amount of pushing the object in a one leg support period in which only one foot is touched to the ground.

また、上記人間型ロボットの制御装置は、より具体的には、両足が地面に着いていることを検出する両足接地状態検出手段と、床に置かれた対象物を押すための手先反力を制御する手先反力制御手段と、前記対象物を押した距離を検出する対象物移動量検出手段と、片足をステップするステップ制御手段とを備え、前記両足接地状態検出手段により両足が地面に着いていることを検出したときにのみ、前記手先反力制御手段により対象物を押し、前記両足接地状態検出手段でいずれかの足が接地していないことを検出したとき、前記対象物移動量検出手段で検出した先の対象物移動量の分だけ、前記ステップ制御手段により接地していない片足をステップすること制御手段を備えることにより実現することができる。   More specifically, the control device for the humanoid robot includes both foot contact state detection means for detecting that both feet are on the ground, and hand reaction force for pressing an object placed on the floor. A hand reaction force control means for controlling, an object movement amount detection means for detecting a distance by which the object is pushed, and a step control means for stepping one foot, and the both feet contact with the ground by the both foot contact state detection means. Only when it is detected that the object has been touched by the hand reaction force control means, and when it is detected by the both foot contact state detection means that either foot is not touching, the object movement amount detection It can be realized by providing a control means for stepping one foot not grounded by the step control means by the amount of the previous object movement detected by the means.

本発明は上記のように構成することにより、人間型ロボットが実環境で作業を行う場合、手先で対象物に力を加えながら安定して歩行を継続することができる。また、人間型ロボットが実環境で作業を行う場合、対象物の物理パラメータが未知の場合でも安定して作業を継続することができる。   By configuring the present invention as described above, when a humanoid robot performs work in an actual environment, it is possible to continue walking stably while applying force to the object with the hand. In addition, when a humanoid robot performs work in a real environment, the work can be continued stably even when the physical parameter of the object is unknown.

本発明は、人間型ロボットが実環境で作業を行う場合、手先で対象物に力を加える状態でロボットが安定して歩行を継続し、また、対象物の物理パラメータが未知の場合でも安定して作業を継続することを、床に置かれた対象物を継続的に押す人間型ロボットの制御装置において、両脚が地面に着いた両脚支持期に対象物を押し、片脚のみが地面についた片脚支持期では対象物を押さない制御を行う制御手段を備え、また、床に置かれた対象物を継続的に押す人間型ロボットの制御装置において、両足が地面に着いた両脚支持期に手先反力を制御することにより対象物を押し、片足のみが地面に着いた片脚支持期では対象物を押した量だけステップする制御を行う制御手段を備えることにより実現する。   In the present invention, when a humanoid robot performs work in a real environment, the robot continues to walk stably with force applied to the object with the hand, and is stable even when the physical parameter of the object is unknown. In a humanoid robot control device that continuously pushes an object placed on the floor, the object is pushed while both legs are on the ground, and only one leg touches the ground. In the one-leg support period, it is equipped with control means that controls the object not to be pushed, and in the control device of the humanoid robot that continuously pushes the object placed on the floor, in the both-leg support period when both feet are on the ground This is realized by providing a control means for controlling the hand reaction force to push the object and to control to step by the amount of pushing the object in the one-leg support period in which only one foot is on the ground.

床反力中心点は一般にZMP(Zero Moment Point)と呼ばれるが、足裏と床面との接触に存在するZMPに着目すると、手先に加わる反力に応じてこのZMPも変位する。ZMPが足裏支持領域内に含まれていればロボットは動的平衡を維持することが可能であるが、マニピュレーションにおいては予期せぬ手先反力によりZMPが変位し、足裏支持領域の端にくることで、ロボットが転倒する危険性が存在する。   Although the floor reaction force center point is generally called ZMP (Zero Moment Point), when attention is paid to ZMP existing at the contact between the sole and the floor surface, this ZMP is also displaced according to the reaction force applied to the hand. If the ZMP is included in the sole support area, the robot can maintain dynamic equilibrium. However, in manipulation, the ZMP is displaced by an unexpected hand reaction force, and the robot moves to the end of the sole support area. There is a danger that the robot will fall over.

そこで、歩行動作中における両脚支持期に足裏支持領域の凸包が広くなる特徴を利用して、両脚支持期に対象物を押しすプッシングフェーズ(Pushing Phase)と、対象物を押さずにステップするステッピングフェーズ(Stepping Phase)とに分けたマニピュレーションの形態を検討する。   Therefore, using the feature that the convex hull of the sole support area widens during the leg support period during walking movement, the pushing phase that pushes the object during the both leg support period and the step without pressing the object We consider the form of manipulation divided into stepping phase.

図3には本発明による実施例のタイムチャートを示す。プッシングフェーズ では、手先に加わる力を制御することで対象物の押し操作を実現する。さらにプッシングフェーズの後半では手先を位置制御することで、手先の絶対座標系から見た速度を0に戻す。ステッピングフェーズ では対象物の操作を停止させる。   FIG. 3 shows a time chart of an embodiment according to the present invention. In the pushing phase, the object is pushed by controlling the force applied to the hand. Further, in the latter half of the pushing phase, the position of the hand is controlled to return the speed viewed from the absolute coordinate system of the hand to zero. In the stepping phase, the operation of the object is stopped.

ステッピングフェーズ では、ロボットがステップする距離はプッシングフェーズ において対象物を押した距離と等しくする。さらに、対象物を押した距離を用いてZMPの軌道を計算し直し、現在のZMP軌道に接続する。また、ZMP軌道より胴体重心の軌道が導出される。   In the stepping phase, the distance that the robot steps is made equal to the distance the object was pushed in the pushing phase. Further, the ZMP trajectory is recalculated using the distance of pressing the object, and the current ZMP trajectory is connected. The trajectory of the trunk center of gravity is derived from the ZMP trajectory.

図4にはプッシングフェーズ におけるアームの制御手法の概要を示す。ここで、μを対象物と床面との摩擦係数、mを対象物の質量とする。プッシングフェーズ においては、対象物から受ける反力をインピーダンス制御により制御する。ロボット進行方向に対する目標インピーダンスは次のような形で与えられる。   Fig. 4 shows an overview of the arm control method in the pushing phase. Here, μ is the coefficient of friction between the object and the floor, and m is the mass of the object. In the pushing phase, the reaction force received from the object is controlled by impedance control. The target impedance with respect to the robot traveling direction is given in the following form.

ここで、mは目標質量、cは目標粘性を表し、fxdはfの目標値を表す。fxd<μmgのとき、fがfxdとバランスすることにより対象物は動かない。それに対してfxd>μmgのとき対象物が動き、対象物の加速度はfxdとfの差に依存する。目標インピーダンスが実現されているという条件の下で、軽い対象物を押し操作すると対象物は大きな加速度で動き、対象物が重くなるに従って対象物の加速度も小さくなる。そして、対象物の質量が極めて大きくなると、対象物は動かなくなる。つまり、この手法を用いることで、ロボットは対象物の質量や対象物と床面との摩擦係数を考慮することなしに適応的に押し操作できる。 Here, m target mass, c is represents the target viscosity, f xd represents a target value of f x. When f xd <μm o g, the object does not move because f x balances with f xd . In contrast, the object moves when f xd > μm o g, and the acceleration of the object depends on the difference between f xd and f x . When a light object is pushed and operated under the condition that the target impedance is realized, the object moves with a large acceleration, and the acceleration of the object decreases as the object becomes heavier. And if the mass of a target object becomes very large, a target object will stop moving. That is, by using this method, the robot can adaptively perform the pushing operation without considering the mass of the object and the friction coefficient between the object and the floor surface.

次に、対象物の押し操作に関する情報をもとに実時間で歩容を計画する方法について検討する。図5に示すように、目標ZMP軌道が以下のような区分多項式で与えられていると仮定する。
ここで、






は第j区間のZMP軌道を表す。ロボットを高さが変化しない倒立振り子で近似することにより、ロボット重心の軌道は次のように導出することができる。
Next, a method for planning a gait in real time based on information on the pushing operation of the object will be examined. As shown in FIG. 5, it is assumed that the target ZMP trajectory is given by the following piecewise polynomial.
here,






Represents the ZMP trajectory of the jth section. By approximating the robot with an inverted pendulum whose height does not change, the trajectory of the center of gravity of the robot can be derived as follows.

ここで、





は未知定数であり、以下においてロボット重心の軌道を境界条件を満足しつつ滑らかに接続するように決定される。
here,





Is an unknown constant, and is determined so as to smoothly connect the trajectory of the center of gravity of the robot while satisfying the boundary condition.

実時間での歩容の変更を実現するため、新たに計算されたロボット重心の軌道を現在の重心の軌道に接続させることを検討する。図5に示すように、片脚支持期の終わりで歩幅がプッシングフェーズ における押し量と等しくなるようなZMP軌道を計算する。このZMP軌道をもとに、ロボット重心の軌道を計算し、現在の重心軌道に滑らかに接続する。   In order to realize real-time gait changes, consider connecting the newly calculated robot center of gravity trajectory to the current center of gravity trajectory. As shown in FIG. 5, the ZMP trajectory is calculated so that the stride becomes equal to the pushing amount in the pushing phase at the end of the one leg support period. Based on this ZMP trajectory, the trajectory of the center of gravity of the robot is calculated and smoothly connected to the current center of gravity trajectory.

ここで、重心の軌道には斉次解にsinh やcosh が含まれる。つまり、解が時間の経過と共に発散するのを防ぐため、係数
を2点境界値問題を解くことにより検定する。
Here, the orbit of the center of gravity includes sinh and cosh in the homogeneous solution. That is, to prevent the solution from diverging over time, the factor
Is tested by solving a two-point boundary value problem.

ここで注意すべきことは、2点境界値問題では、初期位置と終端位置が与えられるが、条件式の数が未知数の数を超えるため初期速度を境界条件に含めることが不可能な点である。   Note that in the two-point boundary value problem, the initial position and the end position are given, but the number of conditional expressions exceeds the number of unknowns, so the initial speed cannot be included in the boundary condition. is there.

つまり、現在あるロボット重心軌道に新たに計算された重心軌道を接続する場合、速度の不連続性が生じることになる。ZMP軌道とロボット重心の位置・速度の全てを連続にするため、第一区間の目標ZMPの関数形状も未知とし、境界条件を満足するように関数形状を決定する。   That is, when a newly calculated center-of-gravity trajectory is connected to the current robot center-of-gravity trajectory, a discontinuity of speed occurs. In order to make all the positions and velocities of the ZMP trajectory and the robot center of gravity continuous, the function shape of the target ZMP in the first section is also unknown, and the function shape is determined so as to satisfy the boundary condition.

本手法を用いた人間型ロボットの制御装置における制御ブロック構成とそれらの関連及び作動フローを図6に示す。まず、インピーダンス制御手法により手先位置を計算する。プッシングフェーズ が終わると、歩容計画を行い、ロボット重心と足先の位置を計算する。そして、それらの情報より、各関節の目標位置を導出する。この目標関節位置指令をロボットに与える。ここで、パラメータ誤差や外乱の影響により、ZMPの位置に誤差が生じる可能性があるため、ZMP位置と同時に胴体の姿勢を制御する安定化制御系を導入する。   FIG. 6 shows the configuration of control blocks, their relationship, and operation flow in a humanoid robot control apparatus using this method. First, the hand position is calculated by an impedance control method. At the end of the pushing phase, gait planning is performed and the robot's center of gravity and toe position are calculated. And the target position of each joint is derived | led-out from those information. This target joint position command is given to the robot. Here, since there is a possibility that an error may occur in the position of the ZMP due to the influence of parameter error or disturbance, a stabilization control system for controlling the posture of the body at the same time as the ZMP position is introduced.

このような制御装置を用いた実験、及びシミュレーション結果によると、ロボットは対象物の質量が変化しているにもかかわらず動的平衡を維持し、安定的に対象物を押すことが確認された。   According to experiments and simulation results using such a control device, it was confirmed that the robot maintained dynamic equilibrium and pushed the object stably despite the change in the mass of the object. .

床に置かれた対象物を押す作業の例を示す図である。It is a figure which shows the example of the operation | work which pushes the target object placed on the floor. 手先のインピーダンス制御の説明図である。It is explanatory drawing of the impedance control of a hand. 本発明の実施例のタイムチャートである。It is a time chart of the Example of this invention. ZMP軌道を示す図である。It is a figure which shows a ZMP orbit. 軌道の接続による実時間歩容計画を示す図である。It is a figure which shows the real time gait plan by the connection of a track | orbit. 提案する手法をロボットに適用する場合のブロック線図Block diagram when applying the proposed method to a robot 従来のモーメント偏差に基づいて胴体の位置を変更する手法を示す図である。It is a figure which shows the method of changing the position of the trunk | drum based on the conventional moment deviation.

Claims (4)

床に置かれた対象物を継続的に押す人間型ロボットの制御装置において、両脚が地面に着いた両脚支持期に対象物を押し、片脚のみが地面についた片脚支持期では対象物を押さない制御を行う制御手段を備えたことを特徴とする人間型ロボットの制御装置。   In a humanoid robot controller that continuously pushes an object placed on the floor, it pushes the object when both legs are on the ground while both legs are touching the ground, and only supports one leg when the legs are on the ground. A control device for a humanoid robot, characterized by comprising control means for performing control without pressing. 両足が地面に着いていることを検出する両足接地状態検出手段と、床に置かれた対象物を押す操作を行う対象物押圧手段とを備え、
前記両足接地状態検出手段により両足が地面に着いていることを検出したとき、前記対象物押圧手段で対象物を押し、前記両足接地状態検出手段でいずれかの足が地面に着いていないことを検出したとき、前記対象物押圧手段で対象物を押さないように制御する制御手段を備えたことを特徴とする人間型ロボットの制御装置。
Two-foot ground contact state detecting means for detecting that both feet are on the ground, and object pressing means for performing an operation of pressing an object placed on the floor,
When it is detected by the two-foot contact state detection means that both feet are on the ground, the object is pressed by the object pressing means, and either foot is not on the ground by the two-foot contact state detection means. A control device for a humanoid robot, comprising control means for controlling so that the object pressing means does not press the object when detected.
床に置かれた対象物を継続的に押す人間型ロボットの制御装置において、両足が地面に着いた両脚支持期に手先反力を制御することにより対象物を押し、片足のみが地面に着いた片脚支持期では対象物を押した量だけステップする制御を行う制御手段を備えたことを特徴とする人間型ロボットの制御装置。   In a control device for a humanoid robot that continuously pushes an object placed on the floor, the object is pushed by controlling the hand reaction force during the period of both-leg support when both feet are on the ground, and only one foot is on the ground. A control device for a humanoid robot, comprising control means for performing control to step by an amount of pressing an object in a single leg support period. 両足が地面に着いていることを検出する両足接地状態検出手段と、床に置かれた対象物を押すための手先反力を制御する手先反力制御手段と、前記対象物を押した距離を検出する対象物移動量検出手段と、片足をステップするステップ制御手段とを備え、
前記両足接地状態検出手段により両足が地面に着いていることを検出したときにのみ、前記手先反力制御手段により対象物を押し、前記両足接地状態検出手段でいずれかの足が接地していないことを検出したとき、前記対象物移動量検出手段で検出した先の対象物移動量の分だけ、前記ステップ制御手段により接地していない片足をステップする制御手段を備えたことを特徴とする人間型ロボットの制御装置。
The both foot contact state detection means for detecting that both feet are on the ground, the hand reaction force control means for controlling the hand reaction force for pushing the object placed on the floor, and the distance at which the object is pushed An object movement amount detecting means for detecting, and a step control means for stepping one leg,
Only when it is detected by the both-foot contact state detecting means that both feet are on the ground, the object is pushed by the hand reaction force control means, and either foot is not in contact with the both-foot contact state detecting means And a control means for stepping one foot not grounded by the step control means by an amount corresponding to the previous object movement amount detected by the object movement amount detection means. Type robot controller.
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