definitions of time scale series, strong variance scale exponent and weak variance scale exponent, and prove the strict … mathematical equations that strong and weak variance scale exponent can accurately identify the time series of white noise, short … memory and long memory, especially derive the equation relationships between weak variance scale exponent and long memory …