Title :
Modeling and analysis of wearable low-cost MEMS inertial measurement units
Author :
Xuebing Yuan ; Shuai Yu ; Shengzhi Zhang ; Chaojun Liu ; Sheng Liu
Author_Institution :
Sch. of Mech. Sci. & Eng., Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
This paper presents a minimized wearable inertial measurement units (IMU) which consists of a three-axis accelerometer, a three-axis gyroscope, a three-axis magnetometer. These sensors are Micro-electromechanical Systems (MEMS) devices, which have advantages of lower cost, smaller size and lower power consumption. The size of MEMS IMU is 23×23×4mm that is small enough to be easily fixed on hand, waist or shoe for monitoring patients´ behavior, tracking people´s indoor trajectory and playing games. However, low-cost MEMS inertial sensors are characterized by high noise and large uncertainties in their outputs such as bias, scale factor and errors. We implement the Allan variance method to determine the characteristics of the underlying of various types of error terms of random processes. The MTi-300 is a commercial industrial grade MEMS IMU, which has high precision and low noise. We collected data from wearable IMU and MTi-300 staying on turntable in static state for one hour, then we transfer the data to a laptop and analyze them in MATLAB software. We give comparison analysis about their Allan variance results. In future, the wearable MEMS IMU can get attitude determination in gaming, industrial and medical with the less error and low noise model.
Keywords :
accelerometers; gyroscopes; magnetometers; measurement uncertainty; microsensors; random processes; units (measurement); Allan variance method; IMU; MATLAB software; MTi-300; attitude determination; indoor trajectory; low-cost MEMS inertial sensor; measurement uncertainty; microelectromechanical system; patient monitoring; people tracking; playing game; power consumption; random processing; three-axis accelerometer; three-axis gyroscope; three-axis magnetometer; wearable low-cost MEMS inertial measurement unit; Accelerometers; Gyroscopes; Micromechanical devices; Navigation; Noise; Sensor phenomena and characterization; Allan Variance; IMU; MEMS; Wearable;
Conference_Titel :
Electronic Packaging Technology (ICEPT), 2014 15th International Conference on
Conference_Location :
Chengdu
DOI :
10.1109/ICEPT.2014.6922714