Development of a hybrid expert system-multi criteria analysis on erosion and sediment control in construction industry

Ibrahiem Abdul Razak Al-Ani, Wan Hanna Melini Wan Mohtar, Noor Ezlin Ahmad Basri, Lariyah Mohd Sidek

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

Construction activities combined with heavy rainfall can results in severe soil loss which eventually will be deposited into the adjacent water bodies via stormwater. The Best Management Practices (BMPs) adopted to minimise the erosion and sedimentation during construction activities are usually determined by standard guidelines and expert engineers. However, when the expertise and data are limited, knowledge-based systems have been proved as an effective alternative in making decision. A new algorithm of hybrid knowledge-based expert system and Multi-Criteria Analysis (MCA) was developed to minimise erosion and sedimentation due to stormwater in Malaysian construction sites. In this Eco-Friendly Erosion and Sediment Control (ECO-ESC) system, decision tables were developed based on the knowledge acquired from the domain experts specialised in erosion and sedimentation control and guidelines. The MCA was used to identify the best stormwater control measures based on the specific criteria and criterion’s weight. The ECO-ESC was validated in three stages: preliminary by the experts, field and statistical validations. Results of comparison have shown high correlation for recommended BMPs, sediment yield, and the water quality monitoring and proved that the ECO-ESC performs as good as the human expert in solving different problems related to the erosion and sediment control.

Original languageEnglish
Pages (from-to)1-12
Number of pages12
JournalKSCE Journal of Civil Engineering
DOIs
Publication statusAccepted/In press - 24 Feb 2016

Fingerprint

Construction industry
Expert systems
Erosion
Sediments
Sedimentation
Decision tables
Knowledge based systems
Water quality
Rain
Decision making
Soils
Control systems
Engineers
Monitoring
Water

Keywords

  • best management practices
  • construction sites
  • erosion and sediment control
  • expert systems
  • multi-criteria analysis

ASJC Scopus subject areas

  • Civil and Structural Engineering

Cite this

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abstract = "Construction activities combined with heavy rainfall can results in severe soil loss which eventually will be deposited into the adjacent water bodies via stormwater. The Best Management Practices (BMPs) adopted to minimise the erosion and sedimentation during construction activities are usually determined by standard guidelines and expert engineers. However, when the expertise and data are limited, knowledge-based systems have been proved as an effective alternative in making decision. A new algorithm of hybrid knowledge-based expert system and Multi-Criteria Analysis (MCA) was developed to minimise erosion and sedimentation due to stormwater in Malaysian construction sites. In this Eco-Friendly Erosion and Sediment Control (ECO-ESC) system, decision tables were developed based on the knowledge acquired from the domain experts specialised in erosion and sedimentation control and guidelines. The MCA was used to identify the best stormwater control measures based on the specific criteria and criterion’s weight. The ECO-ESC was validated in three stages: preliminary by the experts, field and statistical validations. Results of comparison have shown high correlation for recommended BMPs, sediment yield, and the water quality monitoring and proved that the ECO-ESC performs as good as the human expert in solving different problems related to the erosion and sediment control.",
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