Artificial Neural Network Model for Concrete Strength Predictions Based on Ultrasonic Pulse Velocity Measurement
Source abstract
Abstract
The American Concrete Institute (ACI) is a leading authority and resource worldwide for the development and distribution of consensus-based standards, technical resources, educational programs, certification programs, and proven expertise for individuals and organizations involved in concrete design, construction, and materials, who share a commitment to pursuing the best use of concrete.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Ultrasonics and Acoustic Wave Propagation · Geophysical Methods and Applications · Optical Systems and Laser Technology
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (33)
Show source-provided references
1. Bilgehan, M., and Turgut, P., “The Use of Neural Networks in Concrete Compressive Strength Estimation,” Computers and Concrete, V. 7, No. 3, 2010, pp. 271-283. doi: 10.12989/cac.2010.7.3.27110.12989/cac.2010.7.3.271 ↗
2. Neville, A. M., Properties of Concrete, fourth edition, Longman London, 1995.
3. Lorenzi, A.; Tisbierek, F. T.; and Silva, L. C. P., “Ultrasonic Pulse Velocity Analysis in Concrete Specimens,” Proceedings of the 4th Pan American Conference for NDT (PANNDT 2007), Buenos Aires, Argentina, 2007.
4. Jones, R., Nondestructive Testing of Concrete, Cambridge University Press, London, UK, 1962.
5. Bungey, J. H., and Millard, S. G., Testing of Concrete Structures, Blackie Academic and Professional, London, UK, 1996.10.4324/9780203487839 ↗
6. Elvery, R. H., and Ibrahim, L. A. M., “Ultrasonic Assessment of Concrete Strength at Early Ages,” Magazine of Concrete Research, V. 28, No. 97, 1976, pp. 181-190. doi: 10.1680/macr.1976.28.97.18110.1680/macr.1976.28.97.181 ↗
7. Tanigawa, Y.; Baba, K.; and Mori, H., “Estimation of Concrete Strength by Combined Nondestructive Testing Method,” In-Situ/Nondestructive Testing of Concrete, SP-82, V. M. Malhotra, ed., American Concrete Institute, Farmington Hills, MI, 1984, pp. 57-76.
8. Sturrup, V. R.; Vecchio, F. J.; and Caratin, H., “Pulse Velocity as a Measure of Concrete Compressive Strength,” In-Situ/Nondestructive Testing of Concrete, SP-82, V. M. Malhotra, ed., American Concrete Institute, Farmington Hills, MI, 1984, pp. 201-227.
9. Lin, Y.; Changfan, H.; and Hsiao, C., “Estimation of High- Performance Concrete Strength by Pulse Velocity,” Zhongguo Gongcheng Xuekan, V. 20, No. 6, 1997, pp. 661-668. doi: 10.1080/02533839.1997.974187510.1080/02533839.1997.9741875 ↗
10. Lin, Y.; Lai, C. P.; and Yen, T., “Prediction of Ultrasonic Pulse Velocity (UPV) in Concrete,” ACI Materials Journal, V. 100, No. 1, Jan.-Feb. 2003, pp. 21-28.10.14359/12459 ↗
11. Lin, Y.; Kuo, S.-F.; Hsiao, C.; and Lai, C. P., “Investigation of Pulse Velocity-Strength Relationship of Hardened Concrete,” ACI Materials Journal, V. 104, No. 4, July-Aug. 2007, pp. 344-350.10.14359/18823 ↗
12. Rao, S. K.; Sravana, P.; and Rao, T. C., “Relationship between Ultrasonic Pulse Velocity and Compressive Strength for Roller Compacted Concrete Containing GGBS,” International Journal of Applied Engineering Research: IJAER, V. 11, No. 3, 2016, pp. 2077-2084.
13. Yoon, H.; Kim, Y.; Kim, H. S.; Kang, J. W.; and Koh, H. M., “Evaluation of Early-Age Concrete Compressive Strength with Ultrasonic Sensors,” Sensors (Basel), V. 17, No. 8, 2017, pp. 1-15. doi: 10.3390/s1708181710.3390/s17081817 ↗
14. Huang, Q.; Gardoni, P.; and Hurlebaus, S., “Predicting Concrete Compressive Strength Using Ultrasonic Pulse Velocity and Rebound Number,” ACI Materials Journal, V. 108, No. 4, July-Aug. 2011, pp. 403-412.10.14359/51683113 ↗
15. Hoła, J., and Schabowicz, K., “Application of Artificial Neural Networks to Determine Concrete Compressive Strength Based on Non‐Destructive Tests,” Journal of Civil Engineering and Management, V. 11, No. 1, 2005, pp. 23-32. doi: 10.3846/13923730.2005.963632910.3846/13923730.2005.9636329 ↗
16. Lande, P. S., and Gadewar, A. S., “Application of Artificial Neural Networks in Prediction of Compressive Strength of Concrete by Using Ultrasonic Pulse Velocities,” IOSR Journal of Mechanical and Civil Engineering, V. 3, No. 1, 2012, pp. 34-42. doi: 10.9790/1684-031344210.9790/1684-0313442 ↗
17. Popovics, S.; Rose, L. J.; and Popovics, J. S., “The Behavior of Ultrasonic Pulses in Concrete,” Cement and Concrete Research, V. 20, No. 2, 1990, pp. 259-270. doi: 10.1016/0008-8846(90)90079-D10.1016/0008-8846(90)90079-D ↗
18. Moutassem, F., and Miqdadi, I., “Mathematical Model for Predicting the Ultrasonic Pulse Velocity of Concrete,” Cogent Engineering, V. 10, No. 1, 2023, p. 2199513. doi: 10.1080/23311916.2023.219951310.1080/23311916.2023.2199513 ↗
19. de Larrard, F., Concrete Mixture Proportioning: A Scientific Approach, Spon Press, London, UK, 1999.10.1201/9781482272055 ↗
20. Chidiac, S. E.; Moutassem, F.; and Mahmoodzadeh, F., “Compressive Strength Model for Concrete,” Magazine of Concrete Research, V. 65, No. 9, 2013, pp. 557-572. doi: 10.1680/macr.12.0016710.1680/macr.12.00167 ↗
21. Moutassem, F., and Chidiac, S. E., “Assessment of Concrete Compressive Strength Prediction Models,” KSCE Journal of Civil Engineering, V. 20, No. 1, 2016, pp. 343-358. doi: 10.1007/s12205-015-0722-410.1007/s12205-015-0722-4 ↗
22. Lawson, I.; Danso, K.; and Odoi, H., “Non-Destructive Evaluation of Concrete using Ultrasonic Pulse Velocity,” Research Journal of Applied Sciences, Engineering and Technology, V. 3, No. 6, 2011, pp. 499-504.
23. Bayan, P.; Nu, S. A.; Aziz, B. R.; Abdulla, S. A.; and Khaleel, S. E., “Compressive Strength Formula for Concrete using Ultrasonic Pulse Velocity,” International Journal of Engineering Trends and Technology, V. 26, No. 1, 2015, pp. 9-13. doi: 10.14445/22315381/IJETT-V26P20310.14445/22315381/IJETT-V26P203 ↗
24. Oday, M.; Albuthbahak, A.; and Hiswa, A., “Prediction of Concrete Compressive Strength Using Supervised Machine Learning Models through Ultrasonic Pulse Velocity and Mix Parameters,” Romanian Journal of Materials, V. 49, No. 2, 2019, pp. 232-243.
25. ACI Committee 211, “Standard Practice for Selecting Proportions for Normal, Heavyweight, and Mass Concrete (ACI 211.1-91) (Reapproved 2009),” American Concrete Institute, Farmington Hills, MI, 1991, 38 pp.
26. ASTM C127-15, “Standard Test Method for Relative Density (Specific Gravity) and Absorption of Coarse Aggregate,” ASTM International, West Conshohocken, PA, 2015.
27. ASTM C128-22, “Standard Test Method for Relative Density (Specific Gravity) and Absorption of Fine Aggregate,” ASTM International, West Conshohocken, PA, 2022, 6 pp.
28. ASTM C260/C260M-10, “Standard Specification for Air-Entraining Admixtures for Concrete,” ASTM International, West Conshohocken, PA, 2010, 4 pp.
29. ASTM C192/C192M-19, “Standard Practice for Making and Curing Concrete Specimens in the Laboratory,” ASTM International, West Conshohocken, PA, 2019, 8 pp.
30. ASTM C143/C143M-15, “Standard Test Method for Slump of Hydraulic-Cement Concrete,” ASTM International, West Conshohocken, PA, 2015, 4 pp.
31. ASTM C231/C231M-14, “Standard Test Method for Air Content of Freshly Mixed Concrete by the Pressure Method,” ASTM International, West Conshohocken, PA, 2014, 9 pp.
32. ASTM C39/C39M-21, “Standard Test Method for Compressive Strength of Cylindrical Specimens,” ASTM International, West Conshohocken, PA, 2021, 8 pp.
33. ASTM C597-22, “Standard Test Method for Ultrasonic Pulse Velocity Through Concrete,” ASTM International, West Conshohocken, PA, 2022, 4 pp.