Modeling pavement surface deflections under accelerated pavement testing using the PCA method

Zhang, X; Otto, F and Oeser, M (2021) Modeling pavement surface deflections under accelerated pavement testing using the PCA method. Journal of Construction Engineering and Management, 147(12): 04021169, ISSN 0733-9364

Abstract

When subjected to traffic loading, one response mechanism of a pavement structure is to endure surface deflections. These surface deflections are a quantitative function of the pavement's integrity and are often used for pavement structural condition and performance evaluation. In this paper, the principal component analysis (PCA) method was utilized to model the pavement surface deflections as a function of wheel load, wheel speed, number of load cycles, and temperature under accelerated pavement testing (APT) using the MLS30 device. The APT test site comprised typical flexible pavement structures with an asphalt surfacing layer, a base, and a subbase resting on the subgrade. The scope of work included indoor APT trafficking with the MLS30, surface deflection measurements, PCA model formulation, and data analysis. Among the surface deflection basin parameters evaluated, the maximum deflection and area factor exhibited the best correlation with temperature, registering a coefficient of correlation exceeding 90%. Overall, the study contributes to the literature enrichment through substantiation of the PCA as a potential analytical method for simulating and modeling the pavement surface deflections under moving wheel loads and fluctuating temperature conditions.

Item Type: Article
Uncontrolled Keywords: accelerated pavement testing; basin parameters; dynamic deflection; principal component analysis method; temperature
Index terms: performance evaluation, flexible pavement, data analysis, loading, modelling, testing, principal component analysis, integrity
Subjects: professional practice, construction operations, data analysis and analytics, analytical methods, transportation engineering, statistical analysis, performance measurement, health safety and environment
Topics: Quality Management, Site Management, Engineering Principles, Research Practice, Health and Safety
Descriptive scope: 3 PCA

N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here