Plant Classification Using Firefly Algorithm and Support Vector Machine

Izdanje: Sinteza 2022 - International Scientific Conference on Information Technology and Data Related Research

DOI: 10.15308/Sinteza-2022-443-448

Oblast: Student Session

Stranice: 443-448

Link: https://portal.sinteza.singidunum.ac.rs/paper/897

Apstrakt:
The importance of plants for survival of all living beings as well as the humans’ agricultural needs is great as the identification and classification have a key role for their use. Plants are recognized by leaf, flower, or fruit and linked to their suitable cluster. Classification methods are used to isolate and select traits that help identify plants. An automated approach aims to help farmers grow crops easier and better. Computer vision technologies have attracted significant interest in precision agriculture in recent years. This research proposed an approach based on swarm intelligence algorithms and support vector machines to extract features and classify plant images. The nature-inspired firefly algorithm models mating patterns of fireflies, and adapts them to optimization problems for which it excels at resolving. Combined with support vector machines methods, that are often used for solving classification problems with great accuracy, this work proposes a novel approach used to handle plant identification.
Ključne reči: SVM, firefly algorithm, plant classification, swarm intelligence, optimization
Priložene datoteke:
  • 443-448 ( veličina: 339,53 KB, broj pregleda: 197 )

Preuzimanje citata:

BibTeX format
@article{article,
  author  = {M. Milovanović, A. Petrović, H. Shaker Jassim, I. Štrumberger and M. Živković}, 
  title   = {Plant Classification Using Firefly Algorithm and Support Vector Machine},
  journal = {Sinteza 2022 - International Scientific Conference on Information Technology and Data Related Research},
  year    = 2022,
  pages   = {443-448},
  doi     = {10.15308/Sinteza-2022-443-448}
}
RefWorks Tagged format
RT Conference Proceedings
A1 Mina Milovanović
A1 Aleksandar Petrović
A1 Hothefa Shaker Jassim
A1 Ivana Štrumberger
A1 Miodrag Živković
T1 Plant Classification Using Firefly Algorithm and Support Vector Machine
AD Univerzitet Singidunum, Beograd, Beograd, Srbija
YR 2022
NO doi: 10.15308/Sinteza-2022-443-448
Unapred formatirani prikaz citata
M. Milovanović, A. Petrović, H. Shaker Jassim, I. Štrumberger and M. Živković, Plant Classification Using Firefly Algorithm and Support Vector Machine, Univerzitet Singidunum, Beograd, 2022, doi:10.15308/Sinteza-2022-443-448