Research on Automatic Crack Detection for Concrete Infrastructures Using Image Processing and Deep Learning

Posted on June 10, 2021Categories Science and TechnologyTags , , ,   Leave a comment on Research on Automatic Crack Detection for Concrete Infrastructures Using Image Processing and Deep Learning

Automatic crack detection is a critical task in the generation of a crack map for existing concrete infrastructure inspection. This paper describes an automatic crack detection and classification method based on a genetic algorithm (GA) for optimizing image processing technique parameters (IPTs). Under various complex photometric conditions, the crack detection results of concrete infrastructure surface images remain noise pixels. Following that, a deep convolution neural network (CNN) method is used to automatically classify crack candidates and non-crack candidates. Furthermore, the … Continue reading “Research on Automatic Crack Detection for Concrete Infrastructures Using Image Processing and Deep Learning”

Recent Study on Breast Cancer Prediction Based on Deep Neural Network Model Implemented AWS Machine Learning Platform

Posted on June 4, 2021Categories EngineeringTags , , , ,   Leave a comment on Recent Study on Breast Cancer Prediction Based on Deep Neural Network Model Implemented AWS Machine Learning Platform

Breast cancer is one of the most severe tumours in women, and developing breast tissue can result in mortality. Surgery, radiation, chemicals in combination with hormone therapy, and biological therapy are only a few of the current treatments for breast cancer that have shown to be effective. This paper compares the Deep Neural Network (DNN) model to other machine learning approaches such as XGBoost and Random Forest on a public dataset using the AWS machine learning framework. The plot of … Continue reading “Recent Study on Breast Cancer Prediction Based on Deep Neural Network Model Implemented AWS Machine Learning Platform”