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Analyzing Agricultural Land Price Prediction Using Linear Regression and XGBoost Machine Learning Algorithms: A Case Study of Çanakkale النص الكامل
2025
Simge Doğan | Levent Genç | Sait Can Yücebaş | Metin Uşaklı
Agricultural lands are known not only as agricultural production areas but also as areas with high income expectations as an investment tool. In Turkey, recent fluctuations in economic indicators such as the euro, dollar, and gold, along with increasing investment demand, have caused agricultural land prices to rise uncontrollably. Controlling land price increases is important for preventing the misuse of agricultural lands. The sustainable management of agricultural lands and price stability are closely related to the United Nations Sustainable Development Goals (SDGs), particularly SDG 11 and 15, “Sustainable Cities and Communities” and “Life on Land.” In this context, accurately predicting prices is important for minimizing price fluctuations in agricultural lands for investors and landowners and supporting sustainable development. In general, the Multiple Linear Regression (MLR) model is considered one of the effective traditional methods for predicting real estate prices. However, depending on the data, more reliable results can be obtained than with powerful deep learning models such as the Extreme Gradient Boosting (XGBoost) algorithm, which exhibits superior prediction performance. This study aims to compare the MLR and XGBoost algorithms to predict agricultural land prices in villages located in the central district of Çanakkale and to examine daily fluctuations in economic indicators such as the dollar, gold, and euro. The results showed that XGBoost (R2 = 0.66) has an advantage in terms of coefficient of determination values compared to MLR (R2 = 0.01). Accurate price prediction for agricultural lands will help control fluctuations in land prices. Additionally, it will support farmers and investors in making informed decisions for a sustainable agricultural economy.
اظهر المزيد [+] اقل [-]Kentsel ve Kırsal Alanda Bireylerin Besin Satın Alma ve Tüketim Tercihleri النص الكامل
2025
Nildem Kızılaslan
Bu araştırmada kırsal ve kentsel alanda yaşayan bireylerin besin tüketim tercihlerini belirlemek, tercihleri etkileyen nedenler ve bu nedenler doğrultusunda ortaya çıkan farklılaşmaları incelemek amaçlanmıştır. Kırsal alan popülasyonundan oransal örnekleme yöntemi ile 156 adet birey, kentsel alandan 164 birey belirlenmiştir. Gerek kırsal gerekse kentsel alanda harcama kalemlerinin içinde en çok yer tutan besin harcamalarıdır. Kırsal alanda yaşayan bireylerin besin alışverişinde en fazla %67,95 oranla bakliyat ürünlerine harcama yaptıkları görülmektedir. Bunu sırasıyla kahvaltılık ürünler, et ve et ürünleri, un ve unlu ürünler takip etmektedir. Kentsel alanda yaşayan bireylerin ise en fazla kahvaltılık ürünler için harcama yaptığı görülmüştür. Bireylerden kırsal alanda yaşayanlar besin satın alırken en fazla fiyatına dikkat ederken kentsel alanda yaşayan bireyler en fazla kalitesine dikkat etmektedir. Kırsal ve kentsel alanda yaşayan bireyler besinlerde katkı maddeleri içermesi ve genleri ile oynanmış ürünler olma olasılığı konusunda en fazla endişeye sahiptir. Bunun yanında kentsel alanda yaşayan bireylerin kırsalda yaşayanlara göre nispeten tarımsal ilaç kalıntıları, ürünün son kullanma tarihi, bitki ve hayvandaki hormon ve kimyasal kalıntılar ile ilgili de endişelerinin daha fazla olduğu görülmektedir. Her iki alanda yaşayan bireylerin besin alımında fiyatlar üzerinde durduğu görülmektedir. Ancak kırsalda yaşayan bireyler açısından bir ürünün fiyatının başka bir ürüne göre düşük olmasının tercih nedeni olması ayırıcı nokta olarak belirlenmiştir.
اظهر المزيد [+] اقل [-]Sensory evaluation of sourdough breads produced with the addition of several flours النص الكامل
2025
Aslı Aksoy | Çağıl Suleymanzade
Bread is among the most commonly consumed foods in daily diets around the world. It is known that breads produced with sourdough or different cereal flours have positive effects on health. Consumer demand for these types of bread is steadily growing. One key factor influencing bread consumption is their sensory qualities. The aim of our study was to assess the sensory properties of sourdough breads made with various cereal flours and a buckwheat (pseudocereal) substitute. For this purpose, six types of sourdough breads were produced with durum (yellow) wheat, wheat, rye, einkorn, wheat germ flours and buckwheat flour as a grain substitute, and these bread varieties were scored between 1-5 by 9 trained panelists according to loaf and crust appearance, crust thickness, crust color, crust odor, crumb appearance, crumb porosity, crumb color, crumb elasticity, chewability, odor, taste, and general appreciation features. As a result of the evaluation, in terms of general appreciation, the average scores of the bread varieties, from the most to the least appreciated, were determined as buckwheat (Fagopyrum esculentum) bread (4.017), durum wheat (Triticum durum) bread (3.811), wheat (Triticum aestivum) bread (3.685), einkorn (Triticum monococcum) bread (3.102), wheat germ bread (3.076) and rye (Secale cereale) bread (3.008). Additionally, when the average total scores were reviewed at the end of the evaluation, it was found that the breads were rated at least 2.5 points (medium), which is above average. Therefore, it was concluded that breads produced with sourdough by substituting buckwheat, durum wheat, einkorn, wheat germ and rye flours could serve as a good alternative to sourdough wheat bread for healthy nutrition by gaining consumer approval.
اظهر المزيد [+] اقل [-]Determination of Evapotranspiration and Optimum Irrigation Schedule for Cotton in Çukurova Region Using CROPWAT Model النص الكامل
2025
Usman Muhammad Umar | Burak Şen | Zeynep Ünal
The agriculture sector is actively looking for the most effective ways to manage water resources. Proper water management is crucial for increasing agricultural productivity and optimizing the region’s water usage efficiency. The purpose of this study was for estimating the irrigation water requirement, reference and crop evapotranspiration and irrigation schedule for cotton in Çukurova region over a 31-year period (1990-2020) using the CROPWAT model. To ensure appropriate water utilization and planning, information regarding the climate data was obtained from the Adana station of Turkish State Meteorology Service. The soil and crop data were sourced from Turkey’s directorate of agricultural research and policies. The dates, amounts, effective rainfall, net irrigation requirement (NIR), and yield decrease for rainfed and different irrigated conditions were all calculated using the CROPWAT 8.0 model. The findings indicated that the average reference evapotranspiration (ETo), crop evapotranspiration (ETc) for cotton and effective rainfall were 918.9 mm, 809.5 mm, and 149.4 mm respectively. It was also estimated that the dates of irrigation after planting (DAP) were 72 days, 101 days, 131 days and 170 days. The total quantity of water utilized for irrigation throughout the growing season at critical depletion and user defined were 700 mm and 545 mm respectively, thus 155 mm of water was saved (22%). Data of maximum crop yield obtained at critical depletion by CROPWAT was associated with data from Turkish Statistical Institute (TUIK) (2014-2020) and TUIK data is compared with CROPWAT data which was estimated under rainfed condition. According to the result 51% of yield reduction was simulated when irrigation was not applied.
اظهر المزيد [+] اقل [-]Innovative Approaches to Rhizosphere Engineering with Plant Growth Promoting Microorganisms in Agricultural Practices النص الكامل
2025
Hafiz Muhammad Sultan | Muhammad Ali Raza | Maria Fatima | Tehseen Sajid | Faizan e-Mustaffa | Munawar Ali | Sania Hassan | Syeda Areej Imran | Hafiza Malaika Choudhary | Zirwa Mussawar
The most complex microhabitat is the rhizosphere, which is composed of a varied alliance of archaea, fungi, bacteria, and eukaryotes as well as an interconnected network of plant roots and soil. Crop yield and growth are directly affected by rhizosphere conditions. Plant development and yield were enhanced under nutrient-rich rhizosphere conditions. Most soils that require nurturing before or at the time of next harvest are drained by extensive agriculture. Fertilizers are the primary source of nutrients for crop. However, their extensive and unchecked use seriously threatens ecosystem stability and agricultural sustainability. These toxic substances accumulate in the soil, leak into water, and are discharged into the atmosphere, where they stay for decades and impart a vital risk to the ecosystem as a whole. The rhizosphere of plant growth-promoting rhizobacteria (PGPR) transforms a variety of vital nutrients such as nitrogen, phosphorus, zinc, and others that are unavailable to plants into forms that they can use. In order to interact with the valuable or pathogenic counterparts in the rhizosphere, PGPR produces a variety of hormones such as auxin, cytokinin, gibberellin, antimicrobial agents, secondary compounds, cell lytic enzymes, chitinases, proteases, hydrolases, stress- releasing materials 1-Aminocyclopropane-1-carboxylate deaminase, chelating siderophores, and certain signaling substances such as N-acyl homoserine lactone. PGPR can be used for rhizosphere engineering, which has several uses beyond crop fertilization, development of plant growth, sustainability, and environment friendly agriculture. There is an increasing concern regarding stress-resilient plant growth promoting. microorganisms (PGPM). This review paper covers the three elements of rhizosphere engineering with a particular emphasis on PGPM and how it might promote the appropriate use of rhizosphere engineering particularly in hosts, as an important aspect of environmentally conscious farming.
اظهر المزيد [+] اقل [-]Differential Antimicrobial Potential of Ajuga integrifolia Buch. Ham. Ex D.Don Based on Extraction Solvents النص الكامل
2025
Wajid Khan | Nisar Ali | Muhammad Nazir Uddin | Dawood Ghafoor | Muhammad Ishaq | Haji Khan | Muhammad Rizwan | Shahab Khan
The current study aimed to evaluate the effect of extraction solvents on the anti-bacterial and anti-fungal efficacy of the stem and roots of Ajuga integrifolia Buch. Ham. ex D. Extracts were prepared in different solvents and tested against fungi and bacteria species including, Agrobacterium tumefaciens, Xanthomonos oryzae, Citrobacter freundi, Alternaria alternata, A. solani and Aspergillus niger. Antibacterial efficacy of the Ajuga integrifolia was carried out by disc diffusion susceptibility method and antifungal efficacy by well diffusion susceptibility method. Methanol stem extract revealed efficacy against C. freundi by producing a 63% zone of inhibition at 3000µg/disc while methanol roots extract produced 77% ZI against A. tumifaciens. Methanol root and stem extracts produced an equal zone of inhibition (97%) at 1000 µg/ml concentration against A. alternata and A. solani. The results of the study clearly stated that the polarity of the solvents used in the extraction procedure affects the bioactivities of the extracts.
اظهر المزيد [+] اقل [-]Determination of the Bioavailability of Arum maculatum L. Plant Extracts in Caenorhabditis elegans Culture النص الكامل
2025
Taner Daştan | Şeyda Kaya | Mine Öz | Sevgi Durna Daştan
Plants are used by humans not only as food, but also for therapeutic purposes in medicine, as fuel and coloring matter. Plants, which are among the natural products consumed as traditional medicines, are used in the treatment of many diseases. Nowadays, many plants are widely used as nutritional supplements to strengthen the immune system or as an auxiliary nutritional supplement with other drugs in the treatment of chronic diseases. The plant Arum maculatum L. examined in this study is an angiosperm and monocotyledonous plant belonging to the family Araceae and a species in the order Arales. In this study it is aimed to study the bioavailability of Arum plant by using C. elegans nematode as a model organism. This study, the effects of the extract obtained by ethyl alcohol and water phase extraction of A. maculatum L., which is collected in spring and summer months and consumed by cooking fresh leaves and believed to be a source of healing, on the life span, egg production and growth-development parameters of Caenorhabditis elegans nematode were investigated. The data obtained were evaluated by SPSS program. Significant differences were found in C. elegans cultures of the extracts obtained from the leaves and flower parts of the plant in ethyl alcohol and water solvents compared to the control group. It was observed that the survival rates of C. elegans nematodes generally increased with the application of different doses of plant water extracts. This research will provide a reference for further research on the mechanism of Arum plants in the treatment of some diseases. Our research shows that this plant may have the potential therapeutic target about fertilization and growth and development process.
اظهر المزيد [+] اقل [-]Enhanced Thymoquinone Recovery from Cold-Pressed Black Seeds (Nigella sativa L.) through Freeze-Thaw and Microwave Pretreatment Techniques النص الكامل
2025
Heshani Bulathsinhala | Navoda Srimali | Surakshi Rajapaksha
The quality of black seed oil depends greatly on the extraction method used. Traditional methods like cold pressing are valued for producing high-quality oil that retains its natural nutrients and flavor. However, these methods often come with a trade-off, as they tend to yield less oil and lower levels of bioactive compounds, making them less efficient for large-scale production. To overcome these limitations, seed pretreatment techniques were investigated. In this study, black seeds were subjected to freeze-thaw and microwave pre-treatment before cold pressing to increase the content of thymoquinone, which is a key bioactive compound in black seeds. For the freeze-thaw treatment, black seeds were frozen at -17 °C for 24 and 48 h, followed by thawing at 50 °C for 1 h. This process was repeated for 1, 2, and 3 cycles. Microwave treatment involved subjecting seed samples to microwave at a frequency of 2450 MHz and power levels of 400 W and 640 W for durations of 1, 2, and 3 min. Subsequent oil extraction was performed by using cold pressing. HPLC analysis showed a significant increase in thymoquinone content with freeze-thawed seeds (for 48 h and 3 cycles) showing a remarkable increase like 79.93% according to untreated black seeds. Microwave-pretreated seeds at 640 W for 3 min exhibited more than double thymoquinone content compared to untreated seeds. Other quality parameters, including moisture, specific gravity, acidity, peroxide value, and iodine value, shows comparable characteristics, while significant enhancing the sensory analysis of the pretreated oil (p < 0.05). These findings suggest that freeze-thaw and microwave pretreatments can serve as innovative methods for enhancing thymoquinone levels in Indian black seed oil, providing a promising avenue for improving the overall quality of this valuable natural product.
اظهر المزيد [+] اقل [-]Optimizing Biochar Applications for Improved Growth and Nutritional Quality of Basil Plants Using Rice and Corn Biochars النص الكامل
2025
Güzella Yılmaz Vural | Halil Erdem | Kenan Yıldız
The study aimed to determine the effects of biochar obtained from rice husk and corn harvest residues on the growth, nutritional content and some biochemical properties of basil plants. Both biochars were applied by mixing them into potting soil at 2% and 5% rates. To determine the effect of applications on plant development, the height and weight of plants and leaf weights, and number of side branches were recorded. Additionally, chlorophyll content (SPAD), phenol content, antioxidant content and P, Mg, Ca, K, S, Fe, Zn, Mn, Cu and B concentrations in the leaves were determined. Compared to the control, significant increases were detected in the leaf weights, height and weights of the plants grown in all pots containing biochar. The highest plants were obtained from 5% rice biochar (RB5) treatment. The highest leaf weight and the highest number of side branches were also observed. in the RB5 treatment. Leaf K contents in RB5 and maize harvest residue biochar (CB) treatments were higher compared to the control. Leaf B, Fe and Mn contents were lower in certain biochar treatments than the control. Biochar applications did not cause a significant change in the antioxidant and chlorophyll content of basil plants. The total phenolic content significantly increased only in RB5 treatment. The effect of biochar application varied depending on the application rate and the properties of the biomass from which the biochar was obtained. Therefore, it is not possible to draw a general conclusion about the effects of biochar applications on plant growth. Contradictory results can be obtained depending on the type of plants and biochars and the characteristics of the growth medium.
اظهر المزيد [+] اقل [-]Investigation of Some Properties and Late Blowing Defect of Model White Cheeses Contaminated with Clostridium sporogenes Strains النص الكامل
2025
Sinan Akbal | Zübeyde Öner
The aim of this study was to investigate the growth of C. sporogenes in model white cheese stored under cold conditions (4°C) and in vacuum packaging and its effect on quality parameters. For this purpose, two different cheeses were produced, contaminated (CMBP) and not (MBP) with C. sporogenes 73 and C. sporogenes 97 strains, and physicochemical, microbiological and volatile component analyses were performed every 15 days during the 60-day storage period of the cheeses. No significant difference was detected in dry matter (%), fat in dry matter (%), and protein (%) contents of cheeses during storage. As an important finding, C. sporogenes did not affect the acidity values (pH and % acidity). The pH and % acidity values of the cheeses were found to be 4.79±0.03 – 4.98±0.05 and 2.04±0.06 – 2.16±0.06, respectively. When the microbiological results were examined, the total mesophilic aerobic bacteria (TMAB), lactococci and lactobacilli counts of the cheeses decreased during storage, while the yeast-mold counts did not change. There was no change in CMBP cheese with an initial C. sporogenes spore count of 4.62±0.11 during storage. When the color parameters of the cheeses were examined, a difference was detected in the L* value and was lower in CMBP. At the end of storage, there was no change in the a* values of the cheeses, while the b* values decreased. It was determined that there were differences in the aromatic compounds of the cheeses and while the contents of acetic acid, butyric acid and acetoin, which are LBD indicators, were found to be 32.34%, 17.17% and 17.82% in CMBP cheese, butyric acid was not detected in MBP cheese. The results showed that C. sporogenes survived for a long time in white cheeses stored at pH values below 5 and at low temperatures and could cause the LBD on its own.
اظهر المزيد [+] اقل [-]