1. INTRODUCTION
Various sensors are rapidly popularized and applied in daily life with the rapid development of science and technology. How to make machines learn the human activity represented by these sensor signals are of great significance [1]. In general, recognizing human activity based on signals are mainly divided into traditional machine learning and deep learning.