Journal of Advanced Research in Natural and Applied Sciences

Assoc. Prof. Dr. Filiz UĞUR NİGİZ

Editor in Chef

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Ayça AYDOĞDU

Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Deniz ŞANLIYÜKSEL YÜCEL

Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Tuğba GÜNGÖR

Editor

Çanakkale Onsekiz Mart University

Lecturer Dr. Fahri ALİÇAVUŞ

Editor

Çanakkale Onsekiz Mart University

Prof. Dr. Nurcihan HACIOĞLU DOĞRU

Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Serdar ENGİNOĞLU

Editor

Çanakkale Onsekiz Mart University

Lecturer Dr. Samet MEMİŞ

Editor

Bandırma Onyedi Eylül University

Prof. Dr. Özgür Turay KAYMAKÇI

Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Mehmet Ali YÜCEL

Editor

Çanakkale Onsekiz Mart University

Lecturer Dr. Aykut OR

Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Burcu MESTAV

Editor / Statistic Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Alper SAĞLIK

Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Volkan ESKİZEYBEK

Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Murat Efgan KİBAR

Editor

Kocaeli University

Lecturer Dr. Mehmet ÖZGÜR

Editor

Çanakkale Onsekiz Mart University

Lecturer Dr. Bulut Ozan CEYLAN

Editor

Bandırma Onyedi Eylül University

Assoc. Prof. Dr. Abdulkadir ATALAN

Editor

Çanakkale Onsekiz Mart University

Lecturer Dr. Mehmet GÜMÜŞ

Section Editor - Mathematic

Çanakkale Onsekiz Mart University

Lecturer Dr. Ebutalip ÇELİK

Section Editor - Mathematic

Çanakkale Onsekiz Mart University

Lecturer Dr. Gönül Selin SAVAŞKAN

Section Editor - Mathematic

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Hakan ŞAHİN

Section Editor - Mathematic

Bursa Technical University

Prof. Dr. Erdal ULUALAN

Section Editor - Mathematic

Kütahya Dumlupınar University

Prof. Dr. Muhammad Riaz

Section Editor - Mathematic

Punjab University

Assoc. Prof. Dr. Doğukan TAŞER

Section Editor - Physics

Çanakkale Onsekiz Mart University

Lecturer Dr. Emrah SARICA

Section Editor - Physics

Başkent University

Prof. Dr. Çiğdem GÜL

Section Editor - Biology

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Nurşen ÇÖRDÜK

Section Editor - Biology

Çanakkale Onsekiz Mart University

Prof.Dr. Ersin KARABACAK

Section Editor - Biology

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Sefer DEMİRBAŞ

Section Editor - Biology

Namık Kemal University

Assoc. Prof. Dr. Tuğba ERGÜL KALAYCI

Section Editor - Biology

Recep Tayyip Erdoğan University

Prof.Dr. Ali BİLİCİ

Section Editor - Chemistry

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Serkan KARAKAYA

Section Editor - Chemistry

Çanakkale Onsekiz Mart University

Lecturer Dr. Gülbin KURTAY

Section Editor - Chemistry

Hacettepe University

Assoc. Prof. Dr. Engin ŞAHİN

Section Editor - Information and Computing Sciences

Çanakkale Onsekiz Mart University

Lecturer Dr. Sait Can YÜCEBAŞ

Section Editor - Information and Computing Sciences

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Uğur ERKAN

Section Editor - Information and Computing Sciences

Karamanoğlu Mehmetbey University

Lecturer Dr. Serhat KILIÇARSLAN

Section Editor - Information and Computing Sciences

Bandırma Onyedi Eylül University

Lecturer Dr. Mehmet Akif BÜLBÜL

Section Editor - Information and Computing Sciences

Nevşehir Hacı Bektaş Veli University

Assoc. Prof. Dr. Hasan ARSLANOĞLU

Section Editor - Chemical Engineering

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Derya ÜNLÜ

Section Editor - Chemical Engineering

Bursa Technical University

Assoc. Prof. Dr. Meltem YILDIZ

Section Editor - Chemical Engineering

Kocaeli University

Assoc. Prof. Dr. Özge Kerkez KUYUMCU

Section Editor - Chemical Engineering

Marmara University

Lecturer Dr. Simge Taner ÇANKAYA

Section Editor - Environmental Engineering

Kocaeli University

Assoc. Prof. Dr. Neşe Yılmaz TUNCEL

Section Editor - Food Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Dilvin İPEK

Section Editor - Food Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Oğuzhan DER

Section Editor - Maritime Engineering

Bandırma Onyedi Eylül University

Research Assistant Dr. Çağlar KARATUĞ

Section Editor - Maritime Engineering

İstanbul Technical University

Research Assistant Dr. Tayfun UYANIK

Section Editor - Maritime Engineering

İstanbul Technical University

Lecturer Dr. Onur AKDAŞ

Section Editor - Maritime Engineering

Dokuz Eylül University

Lecturer Dr. Hatice Sinem ŞAŞ ÇAYCI

Section Editor - Fluid Mechanics and Thermal Engineering

Sabancı University

Assoc. Prof. Dr. Bircan HASPULAT TAYMAZ

Section Editor - Material Engineering

Konya Technical University

Lecturer Dr. Okan DEMİR

Section Editor - Material Engineering

Konya Technical University

Lecturer Dr. Murat KOYUNBAKAN

Section Editor - Manufacturing and Industrial Engineering

Kütahya Dumlupınar University

Lecturer Dr. Yusuf ŞAHİN

Section Editor - Control Engineering, Mechatronics and Robotics

Niğde Ömer Halisdemir University

Lecturer Dr. Emine Feyza ŞÜKÜR

Section Editor - Mechanical Engineering

Samsun University

Lecturer Dr. Ferhat YILDIRIM

Section Editor - Automotive Engineering

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Adem YAR

Section Editor - Nanotechnology

Bingöl University

Prof.Dr. Ali Melih BAŞARANER

Section Editor - Geomatics Engineering

Yıldız Technical University

Prof.Dr. Atınç PIRTI

Section Editor - Geomatics Engineering

Yıldız Technical University

Prof. Dr. İsmail Rakıp KARAŞ

Section Editor - Geomatics Engineering

Karabük University

Prof. Dr. Şükran YALPIR

Section Editor - Geomatics Engineering

Konya Technical University

Lecturer Dr. Osman Sami KIRTILOĞLU

Section Editor - Geomatics Engineering

İzmir Katip Çelebi University

Lecturer Dr. İlknur DALYAN

Section Editor - Civil Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Fevziye Ayça SARAÇOĞLU

Section Editor - Civil Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Fatih YONAR

Section Editor - Civil Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Selen AKTAN

Section Editor - Civil Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Muhammet Gökhan ALTUN

Section Editor - Civil Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Erdinç KESKİN

Section Editor - Civil Engineering

Kırklareli University

Lecturer Dr. İsmail Onur TUNÇ

Section Editor - Geological and Mining Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Şebnem ÖNDER

Section Editor - Geological and Mining Engineering

Çanakkale Onsekiz Mart University

Prof.Dr. Mustafa ÇINAR

Section Editor - Geological and Mining Engineering

Çanakkale Onsekiz Mart University

Prof. Dr. Alper BABA

Section Editor - Geological and Mining Engineering

İzmir Institute of Technology University

Lecturer Dr. Pelin FIRAT ÖRS

Section Editor - Built Environment and Design

Çanakkale Onsekiz Mart University

Lecturer Dr. Tutku AK

Section Editor - Built Environment and Design

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Elif SAĞLIK

Section Editor - Built Environment and Design

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Ali Tolga ÖZDEN

Section Editor - Built Environment and Design

Çanakkale Onsekiz Mart University

Lecturer Dr. Muzaffer YÜCEL

Section Editor - Electrical and Electronics Engineering

Çanakkale Onsekiz Mart University

Lecturer Dr. Muharrem MERCİMEK

Section Editor - Electrical and Electronics Engineering

Yıldız Technical University

Lecturer Dr. Muhammed Ali Nur ÖZ

Section Editor - Electrical and Electronics Engineering

Sakarya University of Applied Sciences

Lecturer Dr. Verda DAVASLIGİL ATMACA

Section Editor - Statistics

Çanakkale Onsekiz Mart University

Lecturer Dr. Berrin GÜLTAY

Section Editor - Statistics

Çanakkale Onsekiz Mart University

Lecturer Dr. Kadir KARAKAYA

Section Editor - Statistics

Selçuk University

Lecturer Dr. Aynur YONAR

Section Editor - Statistics

Selçuk University

Assoc. Prof. Dr. Mehmet YILDIZ

Language Editor

Çanakkale Onsekiz Mart University

Assoc. Prof. Dr. Sercan Hamza BAĞLAMA

Language Editor

Çanakkale Onsekiz Mart University

Burak ARSLAN

Layout Editor

Çanakkale Onsekiz Mart University

Kenan SAPAN

Layout Editor

Çanakkale Onsekiz Mart University

Deniz FİDAN

Production Editor

Çanakkale Onsekiz Mart University

Rabia ÖZPINAR

Production Editor

Bandırma Onyedi Eylül University

Editors