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Live Weight Prediction in Norduz Sheep Using Machine Learning Algorithms Full text
2022
Cihan Çakmakçı
The objective of this study was to compare predictive performances of four machine learning (ML) models: Support Vector Machines with Radial Basis Function Kernel (SVMR), Classification and Regression Trees (CART), Random Forest (RF) and Model Average Neural Networks (MANN) to predict live weight from morphological measurements of Norduz sheep (n=93). Seven morphological measurements; chest girth (CG), chest width (CW), chest depth (CD), height at withers (HW), body length (BL), heigth at rump (HR) and rump width (RW) were used to predict live weigth (LW) of Norduz sheep. All morphological measurements were positively correlated to LW. Live weight had the highest correlation with CG and the lowest correlation with HR. Initially, highly correlated predictors were removed from the data set. The remaining predictors were then subjected to variable selection procedures using the Boruta algorithm. The results of Boruta confirmed the importance of the four predictors HW, BL, CW, and CD. However, HR confirmed to be unimportant was excluded from the dataset. The ML models were trained on selected predictors. The results showed that the prediction performance validated using the test dataset indicated that RF had the lowest values of Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), and Mean Absolute Percent Error (MAPE). The permutation-based variable importance scores indicate that CW and CD were the most important variables in predicting LW. The actual LW had the highest significant positive correlations with the values predicted by SVMR and RF, and followed by ANN and CART models respectively. There were no differences between the means of actual and predicted LWs by machine learning models. The fact that the models generalized well on the testing data sets indicates that machine learning algorithms have valid predictive patterns and are effective methods in LW weight of Norduz sheep. Considering runtime of the models, although the CART model had the lowest computational cost, it had the worst performance. The MANN algorithm, on the other hand, required a longer runtime to process the same dataset.
Show more [+] Less [-]Türkiye'nin Değişik İllerinden Toplanmış Yerel Kışlık Ekmeklik Buğday Çeşitlerinden Seçilen Saf Hatların Verim ve Verim Unsurlarının Belirlenmesi Full text
2022
Mevlüt Akçura | Onur Hocaoğlu
Ülkemiz florası yerel buğdaylar bakımından önemli bir çeşitliliğe ev sahipliği yapmaktadır. Bu araştırmada 20 yerel ekmeklik buğday hattı ile 5 tescilli ekmeklik buğday çeşidinin verim ve bazı verim unsurları yönüyle karşılaştırılarak ümit var genotiplerin belirlenmesi amaçlanmaktadır. Bu kapsamda tarla denemeleri 2012-2013 ve 2013-2014 yetiştirme sezonlarında tesadüf blokları deneme desenine uygun olarak üç tekerrür ile Çanakkale’de kurulmuştur. Ekmeklik buğday genotipleri bitki boyu, başak uzunluğu, başaktaki başakçık sayısı, başak ağırlığı, başaktaki tane ağırlığı, başaktaki tane sayısı, metrekarede başak sayısı, metrekarede tane sayısı, biyolojik verim, hasat indeksi ve tane verimi özellikleri bakımından değerlendirilmiş, elde edilen sonuçlar varyans analizi ve duncan testi ile yorumlanmıştır. Varyans analizi sonucunda genotipler arasındaki fark istatistiksel olarak önemli bulunmuştur. Tescilli çeşitler tane verimi, hasat indeksi, başak ağırlığı, başakta tane ağırlığı, başakta tane sayısı ve metrekarede tane sayısı özellikleri bakımından yerel hatlardan üstün bulunmuştur. Buna karşılık yerel hatların yüksek bitki boyu, biyolojik verim ve başakçık sayısı bakımından öne çıkarak tane özellikleri hedef alınarak ıslah edilmiş tescilli çeşitlere kıyasla daha gelişmiş bir vejetatif aksama sahip oldukları tespit edilmiştir. Yüksek tane verimleri ile öne çıkan Hakkâri TR 47982/5 and Kırklareli TR 38316/2 hatları ise ümit var genotipler olarak belirlenmiştir.
Show more [+] Less [-]Chemical Constituents of Essential oil of Syringa vulgaris flowers Full text
2022
Esma Nur Gecer
Medicinal plants gain a great interest in the drug development process due to their bioactive compounds content. Syringa vulgaris has been used as traditional medicine and it has considerable biological effects. In this study, essential oil (EO) was generated from Syringa vulgaris flowers by hydrodistillation and the chemical constituents were identified by GC/MS/MS analysis. The GC/MS/MS analysis revealed the presence of 57 compounds, and linalool (26.34%), α-terpineol (10.84%), trans geraniol (9.83%), α-bisabolol (4.50%), cis-nerol acetate (5.28%), lavandulyl acetate (4.32%) were found as major products.
Show more [+] Less [-]A Study on Cattle Feeding Practices and Habits of Cattle Enterprises in Central County of Ağrı Province Full text
2022
Abdulkerim Diler | Mete Yanar | Veysel Fatih Özdemir | Recep Aydın | Rıdvan Koçyiğit | Ahmet Yılmaz
This study was carried out in the central county of Ağrı Province in order to reveal the cattle feeding habits of cattle breeders. For this purpose, data were obtained by conducting a face-to-face survey with 400 dairy cattle owners of the enterprises in the county. According to the results obtained from this study, it was determined that 91.5% of the breeders produced their forage crops. It was also found out that barley, alfalfa, and sainfoin were the most produced plants in these enterprises. However, the production of the corn silage, which is an important source of roughage for dairy cattle, was performed at a very low level (1.2%). Dry hay (93.5%) took first place among the roughage sources used in these enterprises, and it was followed by alfalfa hay (61.5%) and wheat-barley straw (28.0%). Corn silage was used at a low level (7.8%) in the cattle enterprises. It was determined that cattle breeders in the central county of Ağrı province were deficient in terms of some information about cattle feeding practices. It was also demonstrated that it was necessary to increase the usage and production of corn silage as forage crops and to implement rational animal feeding practices in place of the old traditional animal feeding habits. Therefore, cattle breeders in the central county of Ağrı province should be involved in technical training programs about the cattle feeding and forage planting. As result of the courses given to the cattle breeders, their technical information about cattle nutrition and preparation of ration would be updated. For this purpose, it is also recommended that agricultural extension service should be boosted to increase the education level and awareness of the cattle breeders in the rural areas.
Show more [+] Less [-]TR 22 Bölgesi’nde Zeytin ve Zeytinyağı Pazarlama Organizasyonu ve Pazarlama Etkinliklerinin Değerlendirilmesi Full text
2022
Halil Kızılaslan | Serkan Birsin
Bu çalışmada TR22 Bölgesi’nde 2017-18 üretim yılında bölgedeki yağlık zeytin üreten, işleyen ve aracı işletmeler incelenmiştir. Yapılan çalışma sonucunda araştırma bölgesinde yağlık dane zeytin ve zeytinyağında yağhaneler, zeytinyağı fabrikaları, tüccarlar, perakendeciler, TARİŞ ve nihai tüketiciler pazarlama kanallarını oluşturduğu bulunmuştur. Yağlık dane zeytinin hasat sonrası işleme merkezlerinde yığılmalar sonucunda beklemesi, yağlık dane zeytin nakliyesinde çuval kullanımı, dip zeytinlerin dalından koparılanlarla karıştırılması ve hasatta sırık kullanımının etkinliği azaltan faktörler olarak bulunmuştur. Zeytin hamuru sıcaklığının optimum seviyenin üzerine çıkarılması, malaksör makinesinin kapağının yoğurma sırasında açılması ve üç fazlı ve klasik sistemlerin kullanılması sonucu karasu sorununun ortaya çıkmasının işleme hizmetinde pazarlama etkinliğini azaltan faktörler olduğu bulunmuştur. Aracıların yağlık dane zeytinde pazarlama marjı %1,64, zeytinyağında tüccarların %20,00, fabrikaların %14,06 ve perakendecilerin %22,58 marjı olduğu bulunmuştur. Perakende fiyatları içinde üretici fiyatlarının farkı ise zeytinyağında %51,16 olarak bulunmuştur.
Show more [+] Less [-]Effect of Phytohormone Applications on Fruit Yield and Essential Oil Content in Anise (Pimpinella anisum L.) Full text
2022
Arif Şanlı | Bekir Tosun | Yeşim Cirit | Fatma Zehra Ok
This study was carried out in 2019 to determine the effects of methyl jasmonate (MJ), gibberellic acid (GA3) and naphthalene acetic acid (NAA) applications on fruit yield and essential oil content in anise (Pimpinella anisum L.). Different concentrations of MJ (0, 0.1, 0.5 and 1 mM), GA3 (0, 50, 100 and 150 ppm) and NAA (0, 25, 50 and 100 ppm) were pulverized to the plant during the beginning of the flowering. Phytohormone applications had a statistically significant effect on the parameters examined in the study, and the effects of the applications generally varied depending on the application doses. While GA3 and NAA applications significantly increased the fruit yield and essential oil content compared to the control, high-dose MJ applications generally had a negative effect on all parameters except that the thousand-grain weight. The highest fruit yield was obtained from 100 and 150 ppm GA3 and 25 and 50 ppm NAA applications, while 1 mM MJ applications significantly reduced fruit yield compared to the control. Depending on the applications, the fruit essential oil content varied between 1.94%-2.69% and the essential oil yield varied between 1.42-3.18 L/da. While the highest essential oil yields were obtained from 100 ppm GA3 and 50 ppm NAA applications, 1 mM MJ applications caused a significant decrease in essential oil yield compared to the control.
Show more [+] Less [-]The Effect of Vermicompost Applied to Different Growing Media on the Development of Lettuce and Some Plant Nutrient Contents Full text
2022
Ceyhan Tarakçıoğlu | Damla Bender Özenç
In this study, the effects of hazelnut husk (HH), peat (P) and growing medium consisting hazelnut husk + peat (HH:P) mixture on the growth of lettuce and some nutrient contents were investigated. In the experiment, vermicompost (VC) was added to 3 different media at a rate of 0-10-20-30-40-50% by volume. The research was carried out according to the randomized plot design with 3 replications. According to the research results, the fresh and dry weight of the lettuce plant, the number of leaves and the length of the leaves showed significant increases with vermicompost added to the media compared to the control, and it was determined that 40% vermicompost application to hazelnut husk and hazelnut husk+peat mixture was effective. It was determined that the root fresh and dry weight of the plant increased regularly with vermicompost applications and when the root development was evaluated in general, 50% vermicompost application on hazelnut husk+peat mixture and hazelnut husk were effective. Similarly, vermicompost added to the media regularly increased the total N, P, K, Mn and Zn contents of the lettuce plant. Considering the effect of the medias, the macro element contents of the plant were found to be higher in hazelnut husk and hazelnut husk+peat medium, Mn content in peat and Zn content in the mixture. When the effects on the growth parameters and leaf nutrient contents of the lettuce plant were evaluated, it was concluded that the addition of 40-50% vermicompost to hazelnut husk and hazelnut husk+peat media could be used as a seedling growing medium.
Show more [+] Less [-]Evaluation of The Spirulina (Arthrospira platensis Gomont) Antimicrobial Activity Full text
2022
Amor Bencheikh | Walid Mamache | Asma Gharzouli | Ahlem Kouachi | Haif Khadidja | Meriem Barkahoum Daichi | Noureddine Rouag
The present work was carried out to enhance biomass production of Spirulina (Arthrospira platensis Gomont) in a modified medium and to investigate “in vitro” its ability to produce antimicrobial substances against pathogenic bacteria and phytopathogenic fungi. The antibacterial activity was evaluated by the solid medium diffusion method on two pathogenic bacteria (Bacillus cereus & Klebsiella sp.), And the antifungal activity was evaluated on three phytopathogenic fungi (Alternaria solani, Cladosporium sp., Fusarium culmorum). The antibacterial test showed that the aqueous extract produced by S. platensis was more active against Gram-positive than on Gram-negative bacteria, the highest antibacterial activity was recorded against Bacillus cereus. Moreover, the Antifungal test showed that the aqueous extract was active against all three tested fungi and the highest antifungal activity was recorded against F. culmorum with over 90% inhibition of mycelial growth. The results of this research proved that cyanobacteria could be a good source for the production of antimicrobial agents which could be effective when compared with contemporary antimicrobial compounds and it can be used in the Biocontrol of several plant fungal diseases.
Show more [+] Less [-]Analysis of Accessibility of Primary Schools in Niğde Using GIS Full text
2022
Orhun Soydan
In this study, it is planned to make a spatial analysis of the accessibility function of a city using GIS. The main purpose of this study is to reveal the spatial accessibility of primary schools, which are among the educational institutions in the Merkez district of Niğde province. The Spatial Plans Building Regulation was used as a criterion for accessibility. The current number of students and teachers in the schools and the number of classrooms were obtained from the Niğde Provincial Directorate of National Education, and the obtained data were analyzed by transferring them to ArcGIS software. In the study, the Zoning Plan from the Niğde Municipality, the road and housing data obtained from OpenStreetMap, the location information of the schools and the number of students obtained from the Niğde Provincial Directorate of National Education, and the population data obtained from TÜİK were used. According to the results of the study, there are problems in accessibility the primary schools in some neighborhoods in the Merkez district, and this problem is increasing especially in rural areas. It should not be forgotten that accessibility is important for everyone, school and settlement plans should be made with reference to the values specified in the spatial plans regulation.
Show more [+] Less [-]Evaluation of Turkish Beekeeping from 2000 Years to the Present Full text
2022
Nuray Şahinler | Nesibe Özge Toy
Beekeeping; It is a branch of agriculture that provides cheap and easy employment opportunities, is not dependent on land, is a sole source of livelihood for families with landless or little land and has no harmful effects on the environment and nature. Our current geographical location is among the countries suitable for beekeeping in our country with the coexistence of four seasons. Beekeeping has become widespread in our country with the increasing interest in natural life and natural products, with developing technologies day by day. When the data from the 2000s to the present are examined, it is noteworthy that the number of hives has increased every year. In the last twenty (2000-2020) years, there has been an increase of 11.29% in the number of old hives, and an increase of 95.62% in the number of new hives. At the same time, it was determined that there was an increase of 70.36% in honey production and a decrease of 16.83% in bee wax production. In this review article, the current situation of beekeeping, which is the branch of animal husbandry in Turkey, together with 20 years of data has been examined.
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