Determining the effectiveness of soil treatment on plant stress using smart-phone cameras

Abstract

To my loving family and friends for their patience and support. I want to give special note of appreciation to my late mother Madhu Panwar for her sacrifice and hard work which she put in to teach me the importance of hardwork and being good human. She always wanted to see me succeed. She sacrificed a lot of her personal interest and ambitions to provide all the necessary resources needed for my success. Mom, this is for you! My twin brother Anupam motivated me to do research and taught me never give up attitude. My father Dr. HR Panwar always supported my decision. My elder brother Anshuman worked as catalyst for my success. Finally, I am forever indebted to my family for their understanding, endless patience and encouragement when it was most required. ACKNOWLEDGMENTS This work has been supported and funded by National Science Foundation (NSF). My sincere gratitude to Dr. Sriram Chellappan for his advice and guidance. He always motivated me to work on the problems that matter and affect society. I owe him a lot for having given directions to my thoughts and unlimited encouragement. Without his insight and patient guidance this work would not have been possible. I am very thankful to Department of Civil, Architectural

Crop Health Analysis with the Help of Soil Parameters by Using ASDFieldspec4 Spectroradiometer

“…All three devices gives almost same results but there is only variation in the visible region. FOSS XDS spectrometer gives the better result than other two [36]. Panwar, A., et al, have gone through an experiment held in a greenhouse to check the plant stress because of soil health by using image processing and machine learning techniques.…”

Plant Stress Detection Accuracy Using Deep Convolution Neural Networks

“…Nevertheless, the increasing processing power of smart phones at a lower cost is a promising trend which if properly harnessed, can alleviate this challenge. This is strongly reinforced by the fact that several researches depict the use of smart-phone [16], [17], [18] cameras in the assessment of plant stress. This paper focuses on detection of multiple plant diseases in different conditions.…”