International Scientific Journal of Engineering and Management

An International Scholarly || Multidisciplinary || Open Access || Indexing in all major Database & Metadata
ISSN: 2583-6129

Impact Factor: 6.674

Enhancing Remote Sensing Data Analysis with Machine Learning Techniques

  • Version
  • Download 15
  • File Size 477.45 KB
  • File Count 1
  • Create Date 23 June 2024
  • Last Updated 23 June 2024

Enhancing Remote Sensing Data Analysis with Machine Learning Techniques

1Nazeer Shaik, 2Abdul Subhahan Shaik, 3Dr.C. Krishna Priya

1Dept of CSE, Srinivasa Ramanujan Institute of Technology (Autonomous), Anantapur.

2Dept of CSE, Crimson Institute of Technology, Hyderabad.

3Dept. of Computer Science & IT, Central University of Andhra Pradesh, Anantapur.

 

Abstract

The integration of machine learning techniques in remote sensing data analysis has significantly advanced the field, enabling more accurate, efficient, and scalable analysis of vast datasets. This paper explores the enhancement of remote sensing data analysis through the application of various machine learning algorithms. It reviews related works, highlighting the evolution and current state of machine learning in remote sensing. The existing systems are critically examined to identify their limitations, such as handling high-dimensional data and scalability issues. To address these limitations, this paper proposes a novel deep learning-based network tailored for remote sensing applications. The proposed system leverages convolutional neural networks (CNNs) for feature extraction and classification, and recurrent neural networks (RNNs) for temporal data analysis. Additionally, we integrate generative adversarial networks (GANs) for data augmentation to improve model robustness and performance. Experimental results demonstrate the superiority of the proposed system over existing methods in terms of accuracy, efficiency, and scalability. A comparative analysis with traditional machine learning models and recent deep learning architectures is provided, showcasing significant improvements in key performance metrics. The discussion delves into the implications of these findings for real-world applications, including land cover classification, change detection, and disaster management. Future enhancements are proposed to further refine the system, such as incorporating more diverse data sources and improving computational efficiency. In conclusion, this paper demonstrates the transformative potential of advanced machine learning techniques in remote sensing data analysis, paving the way for more precise and insightful environmental monitoring and decision-making.

Keywords: Remote sensing, machine learning, deep learning, convolutional neural networks (CNNs), recurrent neural networks (RNNs), generative adversarial networks (GANs), data augmentation, feature extraction, classification, environmental monitoring.


Download

Author's Blog

What is the difference between a Research Paper and a Review Paper?

A research paper and a review paper are both scholarly documents, but they serve different purposes and have different characteristics.research...
Read More
Author's Blog

What is DOI?

A Digital Object Identifier (DOI) is a unique alphanumeric string that is used to identify and provide a persistent link...
Read More
Author's Blog

What do you need to do during production of your Research Paper?

During the production of a research paper, the following steps need to be taken: conducting research, organizing and analyzing data,...
Read More
Author's Blog

What are the advantages of publishing a research paper?

Publishing a research paper can have many advantages for researchers, including: Career advancement, professional recognition, opportunities for collaboration, increased visibility,...
Read More
Author's Blog

Ways to Support your Academic Wellbeing which preparing the Research Paper/Article

To support your academic wellbeing while publishing a research paper, it's important to set realistic goals, manage your time effectively,...
Read More
Author's Blog

How to improve your Research Paper writing Skills?

Read extensively: One of the best ways to improve your research paper skills is to read extensively in your field...
Read More
Author's Blog

Is DOI compulsory to publish a research paper in a Journal?

DOI is not strictly required to publish a research paper, but it is highly recommended. Basically, the International Scientific Journal...
Read More
Author's Blog

In what ways does research paper give weight to career development?

Publishing a research paper can give weight to a researcher's career development in several ways, such as: establishing oneself as...
Read More
Author's Blog

How to develop a Research Paper from Scratch

Developing a research paper involves several steps including: choosing a topic, conducting background research, formulating a research question or hypothesis,...
Read More
Author's Blog

How Plagiarism report plays crucial role in Research Paper Publication?

Plagiarism is a major concern in the academic and research community, as it undermines the integrity of the research and...
Read More