A diagnostic expert system to overcome construction problems in rigid highway pavement

AbstractConstructing highway pavements faces complex problems, which are affected by multiple factors, where solution is nearly impossible without expert assistance. Diagnosing such construction problems and suggesting most suitable cost efficient solutions requires significant engineering expertise, which might not be available in all construction sites due to inadequate resource and remote locations. Developing an expert system in this domain is a very effective way to help novice engineers to overcome these problems and to learn about them. Moreover, the system can be used as an archive to document engineering knowledge and to share expertise among the experts in this domain. This article describes the development and evaluation stages of such a system, including knowledge acquisition, knowledge representation, system building, and system verification and validation. The initial knowledge is acquired from literature reviews. More expert knowledge is elicited through interviews and questionnaires. This ...

[1]  Charles C. Osuagwu,et al.  Framework for eliciting knowledge for a medical laboratory diagnostic expert system , 2010, Expert Syst. Appl..

[2]  Abolghasem Sadeghi-Niaraki,et al.  Real world representation of a road network for route planning in GIS , 2011, Expert Syst. Appl..

[3]  Li Lin,et al.  LUBRES: An expert system development and implementation for real-time fault diagnosis of a lubricating oil refining process , 2008, Expert Syst. Appl..

[4]  Alexander Teytelboym,et al.  Part I: Externalities and economic policies in road transport , 2010 .

[5]  A. T. C. Goh Advisory expert system for flexible pavement design , 1993, Artif. Intell. Eng..

[6]  Lorenzo Moreno Ruiz,et al.  Verification and validation of an intelligent tutorial system , 2008, Expert Syst. Appl..

[7]  Zeng Ye,et al.  Constructing road safety performance indicators using Fuzzy Delphi Method and Grey Delphi Method , 2011, Expert Syst. Appl..

[8]  Riza Atiq Abdullah O.K. Rahmat,et al.  Knowledge-based expert system for route selection of road alignment , 2011 .

[9]  Ángel García-Crespo,et al.  An expert system development tool for non AI experts , 2011, Expert Syst. Appl..

[10]  Nasser Kehtarnavaz,et al.  Image-based expert-system approach to distress detection on CRC pavement , 1994 .

[11]  Jui-Sheng Chou,et al.  Establishing expert system for prediction based on the project-oriented data warehouse , 2011, Expert Syst. Appl..

[12]  S. Savas Durduran,et al.  A decision making system to automatic recognize of traffic accidents on the basis of a GIS platform , 2010, Expert Syst. Appl..

[13]  P. Hernández,et al.  Failure analysis expert system for onshore pipelines. Part - I: Structured database and knowledge acquisition , 2011, Expert Syst. Appl..

[14]  M. F. Ramalhoto,et al.  Ordinal Methodology in the Analysis of Likert Scales , 2007 .

[15]  Cengiz Kahraman,et al.  An expert system towards solving ship auxiliary machinery troubleshooting: SHIPAMTSOLVER , 2009, Expert Syst. Appl..

[16]  Li Lin,et al.  Implementation of knowledge maintenance modules in an expert system for fault diagnosis of chemical process operation , 2005, Expert Syst. Appl..

[17]  Ji-Ho Song,et al.  Implementation of expert system on estimation of fatigue properties from monotonic mechanical properties including hardness , 2010 .

[18]  Hui Wei,et al.  A knowledge-based problem solving method in GIS application , 2011, Knowl. Based Syst..

[19]  Iftikhar U. Sikder,et al.  Knowledge-based spatial decision support systems: An assessment of environmental adaptability of crops , 2009, Expert Syst. Appl..

[20]  Euiho Suh,et al.  A maturity model based CoP evaluation framework: A case study of strategic CoPs in a Korean company , 2010, Expert Syst. Appl..

[21]  Peter Dear,et al.  Knowledge elicitation for validation of a neonatal ventilation expert system utilising modified Delphi and focus group techniques , 2010, Int. J. Hum. Comput. Stud..

[22]  Musa Aydin,et al.  Finding optimum route of electrical energy transmission line using multi-criteria with Q-learning , 2011, Expert Syst. Appl..

[23]  P. Owende,et al.  Finite element modelling of flexible pavements on soft soil subgrades , 2007 .