The paper by Bin Zhou, titled High Frequency Data and Volatility in Foreign-Exchange Rates is one of the first papers in the finance literature to address the problem of volatility estimation in the presence of market microstructure noise.

Here’s my document that explains the rationale and the math behind the estimate.