ISSN 2394-5125
 

Research Article 


PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES

Payal Patil, Prof. Dr. S. Shinde.

Abstract
In India, agriculture is one of the important sectors contributing majorly to the economy of the country. Advances in recent agriculture include the plant phenology used in precision farming where plants are continuously monitored by using different AI techniques. This has become of substantial importance because of inter annual variations in environment and seasons which are affecting the crops adversely. Due to this reason, developments in continuous monitoring of plant phenology are of much importance for growing the crops and fast crop engineering. Plant phenology is helpful to detect exact changes in plants that helps further to predict the schedule of harvesting, disaster warning, farm monitoring, pest control etc. In this paper, different artificial intelligence techniques as Nave Bayes, support vector machine (SVM), decision tree (J48) and multilayer perceptron are applied to classify different plants in Indian pines dataset which include oats, soybeans, wheat, corn, alfalfa, grass, hay and trees. After analyzing, Multilayer perceptron algorithm is giving highest accuracy than others.

Key words: plant phenology, Nave Bayes, SVM, J48 multilayer perceptron


 
ARTICLE TOOLS
Abstract
PDF Fulltext
How to cite this articleHow to cite this article
Citation Tools
Related Records
 Articles by Payal Patil
Articles by Prof. Dr. S. Shinde
on Google
on Google Scholar


How to Cite this Article
Pubmed Style

Payal Patil, Prof. Dr. S. Shinde. PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES. JCR. 2020; 7(19): 1165-1170. doi:10.31838/jcr.07.19.145


Web Style

Payal Patil, Prof. Dr. S. Shinde. PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES. http://www.jcreview.com/?mno=104115 [Access: July 17, 2020]. doi:10.31838/jcr.07.19.145


AMA (American Medical Association) Style

Payal Patil, Prof. Dr. S. Shinde. PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES. JCR. 2020; 7(19): 1165-1170. doi:10.31838/jcr.07.19.145



Vancouver/ICMJE Style

Payal Patil, Prof. Dr. S. Shinde. PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES. JCR. (2020), [cited July 17, 2020]; 7(19): 1165-1170. doi:10.31838/jcr.07.19.145



Harvard Style

Payal Patil, Prof. Dr. S. Shinde (2020) PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES. JCR, 7 (19), 1165-1170. doi:10.31838/jcr.07.19.145



Turabian Style

Payal Patil, Prof. Dr. S. Shinde. 2020. PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES. Journal of Critical Reviews, 7 (19), 1165-1170. doi:10.31838/jcr.07.19.145



Chicago Style

Payal Patil, Prof. Dr. S. Shinde. "PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES." Journal of Critical Reviews 7 (2020), 1165-1170. doi:10.31838/jcr.07.19.145



MLA (The Modern Language Association) Style

Payal Patil, Prof. Dr. S. Shinde. "PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES." Journal of Critical Reviews 7.19 (2020), 1165-1170. Print. doi:10.31838/jcr.07.19.145



APA (American Psychological Association) Style

Payal Patil, Prof. Dr. S. Shinde (2020) PLANT PHENOLOGY RECOGNITION USING DIFFERENT AI TECHNIQUES. Journal of Critical Reviews, 7 (19), 1165-1170. doi:10.31838/jcr.07.19.145





Most Viewed Articles
  • ANALYTICAL RESULTS OF SLOPE FAILURE AND EFFECTIVE USE OF FLYCAM DATA: A CASE STUDY FROM KM 11 TO KM 13 ON THE 3B HIGHWAY, BACKAN PROVINCE OF VIETNAM
    VIETHA NGUYEN, HONGTHINH PHI, TRUONGTHANH PHI*
    JCR. 2020; 7(1): 1-5
    » Abstract » doi: 10.22159/jcr.07.01.01

  • ZOOTHERAPY AMONG THE ETHNIC GROUPS OF NORTH EASTERN REGION OF INDIA-A CRITICAL REVIEW
    KHIROD SANKAR DAS, SUDIPTA CHOUDHURY, K. CHANREILA L. NONGLAIT
    JCR. 2017; 4(2): 1-9
    » Abstract » doi: 10.22159/jcr.2017v4i2.14698

  • CADMIUM NANOPARTICLES AND ITS TOXICITY
    RAJNISH GUPTA
    JCR. 2019; 6(5): 1-7
    » Abstract » doi: 10.22159/jcr.2019v6i5.34073

  • RECENT THERAPEUTIC PROGRESS OF CHALCONE SCAFFOLD BEARING COMPOUNDS AS PROSPECTIVE ANTI-GOUT CANDIDATES
    DEBARSHI KAR MAHAPATRA, VIVEK ASATI, SANJAY KUMAR BHARTI
    JCR. 2019; 6(1): 1-5
    » Abstract » doi: 10.22159/jcr.2019v6i1.31760

  • ADVANCES OF HYDRAZONE LINKER IN POLYMERIC DRUG DELIVERY
    SHIVSHANKAR R. MANE
    JCR. 2019; 6(2): 1-4
    » Abstract » doi: 10.22159/jcr.2019v6i2.31833

  • Most Downloaded
  • CADMIUM NANOPARTICLES AND ITS TOXICITY
    RAJNISH GUPTA
    JCR. 2019; 6(5): 1-7
    » Abstract » doi: 10.22159/jcr.2019v6i5.34073

  • Multi Drug Resistance in Cancer Therapy-An Overview
    HARISH KADKOL, VIKAS JAIN, AMIT B PATIL*
    JCR. 2019; 6(6): 1-6
    » Abstract » doi: 10.22159/jcr.2019v6i6.35673

  • AN OVERVIEW ON MEDICINAL PLANTS FOR THE TREATMENT OF ACNE
    D. MANOGNA REDDY, VIKAS JAIN
    JCR. 2019; 6(6): 7-14
    » Abstract » doi: 10.22159/jcr.2019v6i6.35696

  • QUANTITATIVE ANALYSIS OF BIOLOGICAL NITROGEN FIXATION IN VARIOUS MODELS OF LEGUMES AND THE FACTORS INFLUENCING THE PROCESS: A REVIEW
    SAMEER SHARMA, ANIKET MALAGE, SIBI G.
    JCR. 2019; 6(6): 24-28
    » Abstract » doi: 10.22159/jcr.2019v6i6.35637

  • ANALYTICAL RESULTS OF SLOPE FAILURE AND EFFECTIVE USE OF FLYCAM DATA: A CASE STUDY FROM KM 11 TO KM 13 ON THE 3B HIGHWAY, BACKAN PROVINCE OF VIETNAM
    VIETHA NGUYEN, HONGTHINH PHI, TRUONGTHANH PHI*
    JCR. 2020; 7(1): 1-5
    » Abstract » doi: 10.22159/jcr.07.01.01

  • Most Cited Articles
  • ZOOTHERAPY AMONG THE ETHNIC GROUPS OF NORTH EASTERN REGION OF INDIA-A CRITICAL REVIEW
    KHIROD SANKAR DAS, SUDIPTA CHOUDHURY, K. CHANREILA L. NONGLAIT
    JCR. 2017; 4(2): 1-9
    » Abstract » doi: 10.22159/jcr.2017v4i2.14698
    Cited : 1 time [Click to see citing article]