Redirigiendo al acceso original de articulo en 21 segundos...
ARTÍCULO
TITULO

Describing Changes in Road Condition by Numerically Described Multi-dimensional Probability Distributions

Tim Blumenfeld    

Resumen

With regard to a systematic pavement maintenance, it is necessary to hold information about the current state of roads and to forecast its changes precisely. Therefore, a Pavement Management System (PMS) for highways was developed in the past few decades, which is shared meanwhile by mostly all road agencies in Germany. Most PMS consist of deterministic performance predicition models, which were developed based on historical empirical data. These deterministic prognoses are roundly approved and accepted, due to their simple practicability and comprehensibleness even though they contain any information concerning the quality of prediction. This lack of information includes the necessity to improve probabilistic prediction models to handle different kinds of maintenance strategies. Therefore, the aim of this thesis was to verify, if describing changes in road condition by numerically described multi-dimensional probability distributions is feasible and beneficial to improve the systematic management of maintenance. First, the following possible explanatory variables like age, traffic loads, design and width of lane were analyzed concerning their power of influence on rut depth and cracks. The results of these analyses of variance (ANOVA) confirmed that the age of roads is the most effective variable to predict the prospective condition of roads. Furthermore, the wide distributions of road condition represent that its development over time is influenced by a large number of predictors. As a consequence, a probabilistic forecast model was drafted in dependence of road age. Based on pavement condition survey data of more than 500 km of Bavarian roads, a set of age-related transition probability matrices was developed for the use of recurrent Markov Chains. The practicability of this section based forecast model was tested with an example of use to forecast the prospective condition of an exemplary road section and pointed out its importance and profit in PMS. In this research a probabilistic age-related forecast model was developed which is able to indicate the variance of predicted road conditions. The developed forecast model gives a fundament to discuss several alternatives for maintenance strategies, which can be implemented in modern PMS. Furthermore, the consideration of variance of service life gives an expansive potential to be integrated in construction and maintenance contracts.

 Artículos similares

       
 
Zahra Nazari and Petr Musilek    
Digital transformation is a phenomenon introduced by the transformative power of digital technologies, and it has become a key driver for the energy sector, with advancements in technology leading to significant changes in the way energy is produced, tra... ver más
Revista: Algorithms

 
Chunlai Wang, Chang Zuo and Ze Zhao    
The damage and fracture of coal is accompanied by a complex energy conversion process, and these different stages of energy evolution are closely related to coal failure. In this paper, an evolution model describing the behavior of coal failure was propo... ver más
Revista: Applied Sciences

 
Linghao Wang, Liang Shu and Hao Zhou    
Circuit breakers (CBs) are mainly designed to interrupt current flow when faults are detected and have been widely used in industrial applications. The existing CBs manufacturing method is semi-automatic and requires a lot of labor. To realize flexible m... ver más
Revista: Applied Sciences

 
I.A. Kosyanenko,R.G. Bolbakov     Pág. 55 - 60
In the modern world, no software development project is complete without the use of version control systems to track changes in data. The version control system is especially important in teamwork, when work on different parts of the same project is dele... ver más

 
Elod P. Csirmaz and Laszlo Csirmaz    
Data reconciliation in general, and filesystem synchronization in particular, lacks rigorous theoretical foundation. This paper presents, for the first time, a complete analysis of synchronization for two replicas of a theoretical filesystem. Synchroniza... ver más
Revista: Future Internet