Drive-by-Wi-Fi: Model-Based Control Over Wireless at 1 kHz

被引:8
作者
Branz, Francesco [1 ]
Antonello, Riccardo [2 ]
Pezzutto, Matthias [2 ]
Vitturi, Stefano [3 ]
Tramarin, Federico [4 ]
Schenato, Luca [2 ]
机构
[1] Univ Padua, Dept Ind Engn, I-35131 Padua, Italy
[2] Univ Padua, Dept Informat Engn, I-35131 Padua, Italy
[3] Natl Res Council Italy CNR IEIIT, Inst Elect & Comp & Telecommun, I-35131 Padua, Italy
[4] Univ Modena & Reggio Emilia, Enzo Ferrari Engn Dept, I-41125 Modena, Italy
关键词
Wireless fidelity; Protocols; Wireless communication; Wireless sensor networks; Kalman filters; Standards; Delays; Embedded systems; networked control systems; packetized predictive control; Wi-Fi; NETWORKED CONTROL-SYSTEMS; INPUT-OUTPUT STABILITY; LQG CONTROL; INDUSTRIAL CONTROL; COMMUNICATION; TIME; STABILIZATION; PERFORMANCE; AUTOMATION; PROTOCOLS;
D O I
10.1109/TCST.2021.3094865
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we address the problem of remotely controlling possibly unstable systems using wireless channels with communication and control rates on the order of 1 kHz. While remote control over wireless has been used for applications in the kHz control rate range via low-bitrate communication protocols such as IEEE 802.15.4 (Zigbee) and IEEE 802.15.1 (Bluetooth), this represents the first successful demonstration of remotely controlling an unstable system, namely a balancing robot, using the high-bitrate IEEE 802.11 standard (Wi-Fi) with a control/communication rate in the kHz range, thus being suitable for time-critical industrial applications. This is achieved through a suitable design of both the communication and the control layer; the Wi-Fi protocol parameters are modified to reduce communication latency while still abiding to the standard and a model-based controller is implemented using a time-varying buffered Kalman filter to compensate for the sensor-to-controller lossy communication and using a packetized predictive controller to compensate for the controller-to-actuator lossy communication. The validity of this architecture is experimentally tested on a balancing robot, which adopts off-the-shelf embedded hardware (Rasperry Pi) and software (Arduino) within an industrial-like environment where substantial channel interference is present due to coexisting Wi-Fi networks, showing major improvements compared to more traditional emulation-based architectures.
引用
收藏
页码:1078 / 1089
页数:12
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