Artificial Neural Network–Based Intelligent Compaction Analyzer for Real-Time Estimation of Subgrade Quality

Author:

Asif Imran Syed1,Barman Manik2,Commuri Sesh3,Zaman Musharraf4,Nazari Moeen5

Affiliation:

1. Postdoctoral Scholar, Nevada Advanced Autonomous Systems Innovation Center, Univ. of Nevada, 450 Sinclair St., Suite 300, Reno, NV, 89501 (corresponding author).

2. Assistant Professor, Dept. of Civil Engineering, Univ. of Minnesota, 221 Swenson Civil Engineering, 1405 University Drive, Duluth, MN, -55812,

3. Professor, Dept of Electrical and Biomechanical Engineering, Univ. of Nevada, 450 Sinclair St., Suite 300, Reno, NV, 89501,

4. David Ross Boyd Professor and Aaron Alexander Professor of Civil Engineering and Alumni Chair Professor of Petroleum Engineering, The Univ. of Oklahoma, 202 W. Boyd. St. Room 213 C, Norman, OK, 73019-1024,

5. Ph.D. Student, School of Civil Engineering and Environmental Science, The Univ. of Oklahoma, 200 Felgar Street, EL Building, Room 153, Norman, OK, 73019-1024,

Publisher

American Society of Civil Engineers (ASCE)

Subject

Soil Science

Reference25 articles.

1. Ammann. (2013). “Ammann Compaction Expert.” Ammann. 〈http://www.ammann-group.com/en/home/technology/intelligent-ground-compaction/〉 (Jul. 16 2016).

2. Intelligent Compaction with Vibratory Rollers: Feedback Control Systems in Automatic Compaction and Compaction Control;Anderegg R.;Soil Mechanics 2004,2004

3. ASTM. (2012). “Standard test methods for laboratory compaction characteristics of soil using standard effort (12 400 ft-lbf/ft 3 (600 kN-m/m 3 )).” ASTM D698 ASTM International West Conshohocken PA.

4. Barman M. Imran S. A. Nazari M. Commuri S. and Zaman M. (2015). “Intelligent compaction of stabilized subgrade of flexible pavement ” Proc. International Foundations Congress and Equipment EXPO IFCEE-2015 ASCE Reston VA 2554–2566.

5. BOMAG. (2013). “Systems for soil and asphalt compaction: Variocontrol.” 〈http://www.bomag.com/world/en/variocontrol.htm〉 (Jul. 16 2016).

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