Breakthrough Pressure Prediction Based on Neural Network Model

Table 1

Mudstone breakthrough pressure test data obtained through literature review.

References	Data type and quantity obtained
	Depth	Porosity	Permeability	Specific surface area	TOC	Density	Maximum throat radius	Breakthrough pressure
Daisuke Ito et al. (2011) [18]	3	3	3	—	—	—	—	3
Hildenbrand et al. (2002, 2004) [19, 20]	39	39	32	33	38	—	39	34
Yang and Aplin (1998, 2007) [14, 21]	30	30	30	30	30	—	20	—
Al-Bazali et al. (2005, 2009b) [22, 23]	—	—	3	—	—	—	—	3
Marschall et al. (2005) [24]	—	6	6	6	—	6	—	6
Amann-Hildenbrand et al. (2013) [25]	—	15	9	13	14	15	15	15
Boulin et al. (2011) [26]	—	2	2	—	—		—	2
Zhang and Yu (2016) [27]	4	4	—	4	4	4	—	4
Espinoza and Santamarina (2017) [28]	—	—	5	5	—	5	—	5
Ono et al. (2013) [29]	—	15	15	—	—	15	—	15
Gao Shuai et al. (2015) [8]	—	—	—	—	—	—	—	4
Huang Haiping and Deng Hongwen (1995) [13]	17	11	11	15	16	16	16	16
Schlömer and Krooss (1997) [30]	27	26	27	27	27	—	—	27