Information Retrieval in Friction Stir Welding of Aluminum Alloys by using Natural Language Processing based Algorithms

by   Akshansh Mishra, et al.

Text summarization is a technique for condensing a big piece of text into a few key elements that give a general impression of the content. When someone requires a quick and precise summary of a large amount of information, it becomes vital. If done manually, summarizing text can be costly and time-consuming. Natural Language Processing (NLP) is the sub-division of Artificial Intelligence that narrows down the gap between technology and human cognition by extracting the relevant information from the pile of data. In the present work, scientific information regarding the Friction Stir Welding of Aluminum alloys was collected from the abstract of scholarly research papers. For extracting the relevant information from these research abstracts four Natural Language Processing based algorithms i.e. Latent Semantic Analysis (LSA), Luhn Algorithm, Lex Rank Algorithm, and KL-Algorithm were used. In order to evaluate the accuracy score of these algorithms, Recall-Oriented Understudy for Gisting Evaluation (ROUGE) was used. The results showed that the Luhn Algorithm resulted in the highest f1-Score of 0.413 in comparison to other algorithms.



page 3

page 5


Natural Language Processing using Hadoop and KOSHIK

Natural language processing, as a data analytics related technology, is ...

Using Natural Language Processing to Develop an Automated Orthodontic Diagnostic System

We work on the task of automatically designing a treatment plan from the...

Finding Trolls Under Bridges: Preliminary Work on a Motif Detector

Motifs are distinctive recurring elements found in folklore that have si...

An Algorithm for Generating Gap-Fill Multiple Choice Questions of an Expert System

This research is aimed to propose an artificial intelligence algorithm c...

PerKey: A Persian News Corpus for Keyphrase Extraction and Generation

Keyphrases provide an extremely dense summary of a text. Such informatio...

TutorialBank: A Manually-Collected Corpus for Prerequisite Chains, Survey Extraction and Resource Recommendation

The field of Natural Language Processing (NLP) is growing rapidly, with ...
This week in AI

Get the week's most popular data science and artificial intelligence research sent straight to your inbox every Saturday.