Classification of potatoes according to their cultivated field by SVM and KNN approaches using an electronic nose

نویسندگان

چکیده

In this article, we propose a homemade electronic nose to distinguish between two types of potatoes: the first type is traditionally treated with donkey and sheep manure, other chicken manure. The proposed tool consists network commercial metal oxide sensors, data acquisition card, personal computer for pre-processing processing. Two methods were used, namely, support vector machines (SVM) k-nearest neighbors (KNN) 5-fold cross-validation which achieved same success rate 97.5%. These results demonstrate that our concept, quick, simple, inexpensive, can discriminate potatoes based on method fertilization used in field.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

an investigation into translation of cultural concepts by beginner and advance student using think – aloud protocols

this research aims at answering the questions about translation problems and strategies applied by translators when translating cultural concepts. in order to address this issue, qualitative and quantitative study were conducted on two groups of subjects at imam reza international university of mashhad. these two groups were assigned as beginner and advanced translation students (10 students). ...

A Hybrid Text Classification Approach Using KNN And SVM

Text classification is the process of assigning text documents based on certain categories. A classifier is used to define the appropriate class for each text document based on the input algorithm used for classification. Due to the emerging trends in the field of internet and computers ,billions of text data are processed at a given time and so there is a need for organizing these data to prov...

متن کامل

Phishing Websites Classification using Hybrid SVM and KNN Approach

Phishing is a potential web threat that includes mimicking official websites to trick users by stealing their important information such as username and password related to financial systems. The attackers use social engineering techniques like email, SMS and malware to fraud the users. Due to the potential financial losses caused by phishing, it is essential to find effective approaches for ph...

متن کامل

Content Based Image Retrieval using SVM, NN and KNN Classification

The CBIR tends to index and retrieve images based on their visual content. CBIR avoid many evils connected with conservative ways of retrieve images by keywords. Thus, a rising interest in the area of CBIR has been known in current years. The arrangement of a CBIR system mainly depends on the particular image illustration and similarity matching function working. The CBIR tends to index and ret...

متن کامل

Classification of Agarwood Oil Using an Electronic Nose

Presently, the quality assurance of agarwood oil is performed by sensory panels which has significant drawbacks in terms of objectivity and repeatability. In this paper, it is shown how an electronic nose (e-nose) may be successfully utilised for the classification of agarwood oil. Hierarchical Cluster Analysis (HCA) and Principal Component Analysis (PCA), were used to classify different types ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Bulletin of Electrical Engineering and Informatics

سال: 2023

ISSN: ['2302-9285']

DOI: https://doi.org/10.11591/eei.v12i3.5116