ISSN 2394-5125
 

Research Article 


CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati.

Abstract
Detection of crack on concrete is very important for the renovation of concrete structures. Moreover, tiny cracks that appear insignificant should grow and sooner or later cause extreme structural failure. This issue relates to the structural health and reliability, for that reason it ought to be resolved as early as feasible to avoid extra harm. It is fascinating to discover even the tiny cracks on concrete. Manual inspection lacks objectivity within the quantitative analysis. It is quite arduous to locate cracks by means of a visual take a look at for terribly big structures. The main intention of this mission is to increase the computerized crack identification system that can dissect the solid floor and arrange the splits productively. Thus, we tend to expand the version to identify the existence of cracks and we that teach the version to categorize the pictures using Decision Tree, K-Nearest Neighbors, Random Forest, and Support Vector Machine type algorithms and decide the fine model to classify concrete photographs as crack and non-crack based totally at the extracted functions of the images. Also, the performance of those type algorithms is tested by splitting the dataset for trying out and training. The mission uses the records from the Mendeley web. Intend to implement the classification algorithms to build models for prediction. In the process, the task pursuits to boom the accuracy of every of them. The performance is expressed in terms of parameters that are classified instances effectively and incorrectly to determine accuracy and precision.

Key words: Concrete Crack Detection, Image classification, Construction Safety and Maintenance, Structural Health, Accuracy and precision.


 
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How to Cite this Article
Pubmed Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati. CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING. JCR. 2020; 7(9): 1236-1241. doi:10.31838/jcr.07.09.224


Web Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati. CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING. http://www.jcreview.com/?mno=115844 [Access: April 10, 2021]. doi:10.31838/jcr.07.09.224


AMA (American Medical Association) Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati. CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING. JCR. 2020; 7(9): 1236-1241. doi:10.31838/jcr.07.09.224



Vancouver/ICMJE Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati. CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING. JCR. (2020), [cited April 10, 2021]; 7(9): 1236-1241. doi:10.31838/jcr.07.09.224



Harvard Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati (2020) CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING. JCR, 7 (9), 1236-1241. doi:10.31838/jcr.07.09.224



Turabian Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati. 2020. CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING. Journal of Critical Reviews, 7 (9), 1236-1241. doi:10.31838/jcr.07.09.224



Chicago Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati. "CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING." Journal of Critical Reviews 7 (2020), 1236-1241. doi:10.31838/jcr.07.09.224



MLA (The Modern Language Association) Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati. "CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING." Journal of Critical Reviews 7.9 (2020), 1236-1241. Print. doi:10.31838/jcr.07.09.224



APA (American Psychological Association) Style

Mukkamala S N V Jitendra, P Naga Srinivasu, Shanmuk Srinivas A, Alavala Nithya, Sai Kiran Kandulapati (2020) CRACK DETECTION ON CONCRETE IMAGES USING CLASSIFICATION TECHNIQUES IN MACHINE LEARNING. Journal of Critical Reviews, 7 (9), 1236-1241. doi:10.31838/jcr.07.09.224