Ultrasonic assessment of cement-stabilized soils: Deep learning experimental results

被引：8

作者：

Kozubal, Janusz, V ^{[1
]}

Kania, Tomasz ^{[1
]}

Tarawneh, Ahmad S. ^{[2
,3
]}

Hassanat, Ahmad ^{[4
]}

Lawal, Rasaq ^{[1
]}

机构：

[1] Wroclaw Univ Sci & Technol, Fac Civil Engn, Wroclaw, Poland

[2] Mutah Univ, Fac Informat Technol, Dept Data Sci, Al Karak, Jordan

[3] Petra Univ, Fac Informat Technol, Dept Data Sci & Artificial Intelligence, Amman, Jordan

[4] Mutah Univ, Comp Sci Dept, Al Karak, Jordan

来源：

MEASUREMENT | 2023年 / 223卷

关键词：

Soil stabilization; Sand fraction; Cement binder; Ultrasonic pulse measurement; Deep learning method; Unconfined compressive strength; COMPRESSIVE STRENGTH; PULSE VELOCITY; MECHANICAL-PROPERTIES; CONCRETE; PREDICTION;

D O I：

10.1016/j.measurement.2023.113793

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

Soil-cement materials are widely used in civil engineering. Previous studies described problems related to errors in ultrasonic measurements of the unconfined compressive strength (UCS) of low-strength soil-cements. In the presented experiments, a standard ultrasonic pulse velocity (UPV) measuring device was equipped with an oscilloscope to extend its functionality. An analysis of the ultrasound signal revealed the phenomenon of masking key elements of the longitudinal wave, which caused difficulties in the detection of noise and the correctness of measurements using classical detection methods (without prediction). The important goals of this study were to build an error removal method and UPV universal detection mechanism without human interference. To improve the measurement efficiency, a deep learning method was implemented. High-quality pulse and strength recognition results were obtained, improving the accuracy of the standard ultrasonic pulse measuring device. Based on the results, the multivariate correlations of UCS with the material UPV, maturation time and cement content are described.

引用

页数：22

共 85 条

[1] Stabilisation of soils with emulsified sulphur asphalt for road applications [J].

Abdullah, Gamil M. S. ;

Wahhab, Hamad I. Al-Abdul .

ROAD MATERIALS AND PAVEMENT DESIGN, 2019, 20 (05) :1228-1242

[2] Effects of Distance Measure Choice on K-Nearest Neighbor Classifier Performance: A Review [J].

Abu Alfeilat, Haneen Arafat ;

Hassanat, Ahmad B. A. ;

Lasassmeh, Omar ;

Tarawneh, Ahmad S. ;

Alhasanat, Mahmoud Bashir ;

Salman, Hamzeh S. Eyal ;

Prasath, V. B. Surya .

BIG DATA, 2019, 7 (04) :221-248

[3]

[Anonymous], OS MISCELLANEOUS OPE

[4]

[Anonymous], A.C.-09: 2016 American standard, Standard Test Method for Pulse Velocity Through Concrete, DOI [10.1520/C0597-09, DOI 10.1520/C0597-09]

[5]

[Anonymous], 1997, PN-S-96012

[6]

[Anonymous], D2487 Standard Classification of Soils for Engineering Purposes (Unified Soil Classification System)

[7]

[Anonymous], 1995, Soil-Cement Construction Handbook

[8]

[Anonymous], 2021, EN 12504-4:2021

[9]

[Anonymous], 2009, European standard EN12620+A1: 2009

[10]

[Anonymous], 2021, European standard EN 13286-41

← 1 2 3 4 5 6 7 8 9 →