Predicting Safety Risks in Deep Foundation Pits in Subway Infrastructure Projects: Support Vector Machine Approach
MetadataShow full item record
© 2017 American Society of Civil Engineers. Accurately predicting risks during the construction of deep foundation pits is pivotal to ensuring the safety of the workforce of public and adjacent structures. Existing methods for assessing such risks are cumbersome and are unable to accurately provide the certainty required to ensure safety levels. This paper presents a novel prediction method that utilizes the support vector machine (SVM) to determine the safety risks that can materialize during the construction of deep pit foundations in subway infrastructure projects. The development of the SVM risk prediction model involves the following steps: (1) identification of risk factors from industry experts; (2) processing the sampled data; and (3) training and testing. A case study is used to demonstrate the predictive capability of the developed SVM approach. By inputting data on a daily basis, the safety risks associated with deep foundation pits can be monitored; this enables decision-makers to formulate appropriate control measures.
Showing items related by title, author, creator and subject.
Foundation pit displacement monitoring and prediction using least squares support vector machines based on multi-point measurementLi, X.; Liu, Xin; Li, C.; Hu, Z.; Shen, G.; Huang, Z. (2018)© 2018, The Author(s) 2018. Foundation pit displacement is a critical safety risk for both building structure and people lives. The accurate displacement monitoring and prediction of a deep foundation pit are essential ...
Managers, mates and the role of social exchange : a multilevel model of safety climate and proactive safety behaviourGeddes, Fiona Rae (2012)The issue of safety in the workplace may be described as an area of both chronic and acute significance to workers, organisations, families and communities. The aim of my research was to develop and test a work-level model ...
McKnight, David (2011)Background: Medication Safety has become a major health issue in Australia and internationally. Medication use is a part of most people lives with around seven in ten Australians and nine in ten older Australians having ...