Inverse analysis of hydraulic fracture geometry based on data-driven simulation and acoustic emissions
Authors: Dai Hui , Tang Xuhai 
Published: March 2020

&lt;p&gt;&lt;strong&gt;Abstract:&lt;/strong&gt; Hydraulic fracturing process is invisible in geological media and is difficult to be observed. The acoustic emissions (AEs) or microseismic (MS) technologies are useful approaches to estimate the hydraulic fracturing process. However, the AEs or MS do not provide the geometry of hydraulic fractures directly, but only provides the coordinates of AEs/MS sources. Traditional analytical and statistical approaches of reproducing fracture geometry using AEs/MS sources are relatively empirical. In this work, we monitored the AEs induced by hydraulic fracturing experimentally. Then, data-driven simulation based inverse analysis approach is developed to estimate the fracture geometry according to AEs sources. The difference between hydraulic fractures and AEs sources is defined as objective function. Then, the in-situ stresses are found using the inverse analysis based on data-driven simulation. As shown in Fig. 2, the geometry of hydraulic fractures is reproduced using data-driven simulation and AEs technology.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Keywords: &lt;/strong&gt;hydraulic fracturing, inverse analysis, data-driven simulation, acoustic emissions technology, AiFrac&lt;img 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&quot;&gt;&lt;/p&gt;