On the evolution of research in hypersonics: application of natural language processing and machine learning

08/17/2022
by   Ashkan Ebadi, et al.
0

Research and development in hypersonics have progressed significantly in recent years, with various military and commercial applications being demonstrated increasingly. Public and private organizations in several countries have been investing in hypersonics, with the aim to overtake their competitors and secure/improve strategic advantage and deterrence. For these organizations, being able to identify emerging technologies in a timely and reliable manner is paramount. Recent advances in information technology have made it possible to analyze large amounts of data, extract hidden patterns, and provide decision-makers with new insights. In this study, we focus on scientific publications about hypersonics within the period of 2000-2020, and employ natural language processing and machine learning to characterize the research landscape by identifying 12 key latent research themes and analyzing their temporal evolution. Our publication similarity analysis revealed patterns that are indicative of cycles during two decades of research. The study offers a comprehensive analysis of the research field and the fact that the research themes are algorithmically extracted removes subjectivity from the exercise and enables consistent comparisons between topics and between time intervals.

READ FULL TEXT

page 10

page 13

research
05/04/2023

The Elephant in the Room: Analyzing the Presence of Big Tech in Natural Language Processing Research

Recent advances in deep learning methods for natural language processing...
research
05/11/2022

Detecting Emerging Technologies and their Evolution using Deep Learning and Weak Signal Analysis

Emerging technologies can have major economic impacts and affect strateg...
research
07/22/2020

Understanding the temporal evolution of COVID-19 research through machine learning and natural language processing

The outbreak of the novel coronavirus disease 2019 (COVID-19), caused by...
research
02/01/2023

User Study for Improving Tools for Bible Translation

Technology has increasingly become an integral part of the Bible transla...
research
09/28/2020

Visual Exploration and Knowledge Discovery from Biomedical Dark Data

Data visualization techniques proffer efficient means to organize and pr...
research
09/08/2019

Back to the Future -- Sequential Alignment of Text Representations

Language evolves over time in many ways relevant to natural language pro...
research
11/30/2022

Measurement of Investment activity in China based on Natural language processing technology

The purpose of this study is to propose a new index to measure and refle...

Please sign up or login with your details

Forgot password? Click here to reset