» Articles » PMID: 35214364

Real-Time Stylized Humanoid Behavior Control Through Interaction and Synchronization

Overview
Journal Sensors (Basel)
Publisher MDPI
Specialty Biotechnology
Date 2022 Feb 26
PMID 35214364
Authors
Affiliations
Soon will be listed here.
Abstract

Restricted by the diversity and complexity of human behaviors, simulating a character to achieve human-level perception and motion control is still an active as well as a challenging area. We present a style-based teleoperation framework with the help of human perceptions and analyses to understand the tasks being handled and the unknown environment to control the character. In this framework, the motion optimization and body controller with center-of-mass and root virtual control (CR-VC) method are designed to achieve motion synchronization and style mimicking while maintaining the balance of the character. The motion optimization synthesizes the human high-level style features with the balance strategy to create a feasible, stylized, and stable pose for the character. The CR-VC method including the model-based torque compensation synchronizes the motion rhythm of the human and character. Without any inverse dynamics knowledge or offline preprocessing, our framework is generalized to various scenarios and robust to human behavior changes in real-time. We demonstrate the effectiveness of this framework through the teleoperation experiments with different tasks, motion styles, and operators. This study is a step toward building a human-robot interaction that uses humans to help characters understand and achieve the tasks.

Citing Articles

Analysis of Kinect-Based Human Motion Capture Accuracy Using Skeletal Cosine Similarity Metrics.

Jia W, Wang H, Chen Q, Bao T, Sun Y Sensors (Basel). 2025; 25(4).

PMID: 40006276 PMC: 11860043. DOI: 10.3390/s25041047.

References
1.
Ramos J, Kim S . Dynamic locomotion synchronization of bipedal robot and human operator via bilateral feedback teleoperation. Sci Robot. 2020; 4(35). DOI: 10.1126/scirobotics.aav4282. View

2.
Zordan V, Brown D, Macchietto A, Yin K . Control of Rotational Dynamics for Ground and Aerial Behavior. IEEE Trans Vis Comput Graph. 2015; 20(10):1356-66. DOI: 10.1109/TVCG.2014.2330610. View

3.
Skoyles J . Human balance, the evolution of bipedalism and dysequilibrium syndrome. Med Hypotheses. 2006; 66(6):1060-8. DOI: 10.1016/j.mehy.2006.01.042. View

4.
Vakanski A, Jun H, Paul D, Baker R . A Data Set of Human Body Movements for Physical Rehabilitation Exercises. Data (Basel). 2018; 3(1). PMC: 5773117. DOI: 10.3390/data3010002. View

5.
Tsai Y, Lin W, Cheng K, Lee J, Lee T . Real-time physics-based 3D biped character animation using an inverted pendulum model. IEEE Trans Vis Comput Graph. 2010; 16(2):325-37. DOI: 10.1109/TVCG.2009.76. View