Refine search
Results 1-10 of 1,482
Isolation of Proline-Rich Protein Gene from Potato under Drought Stress Full text
2024
Mohammed, Heba | Abdel-Salam, Mohamed | Hanfy, Ayman | Diab, Mervat | Ahmed, Nouh | Metry, Emad
Isolation of Proline-Rich Protein Gene from Potato under Drought Stress Full text
2024
Mohammed, Heba | Abdel-Salam, Mohamed | Hanfy, Ayman | Diab, Mervat | Ahmed, Nouh | Metry, Emad
Drought stress is considered one of the main factors that reduce plant growth, development and production. Therefore, studying plants during drought stress is highly useful to discover the newly gained characteristics of plants. The potato is considered one of the most important crop with economic value in Egypt and over the whole world. The main target is the proline-rich protein extracted from potato plants under drought stress. A stress experiment was applied to two potato (Solanum tuberosum L.) cultivars Desiree and Diamante. The stress experiment was conducted by poly-ethylene glycol (PEG) 4000; the used water potentials were: zero (control), (PEG 2%), (PEG 4%) and (PEG 8%), after drought stress, the solutes accumulation in the two potato cultivars were determined. Increasing drought stress through elevating PEG decreased leaf area as well as shoot and root lengths. Incontorary, the chlorophyll and proline contents increased with increasing PEG treatments. The proline-rich protein gene was cloned to the pGEM-T Easy vector and was submitted to the gene bank to be used later for enhancing drought resistance in other cultivars.
Show more [+] Less [-]Isolation of Proline-Rich Protein Gene from Potato under Drought Stress Full text
2024
Heba Mohammed | Mohamed Abdel-Salam | Ayman Hanfy | Mervat Diab | Nouh Ahmed | Emad Metry
Drought stress is considered one of the main factors that reduce plant growth, development and production. Therefore, studying plants during drought stress is highly useful to discover the newly gained characteristics of plants. The potato is considered one of the most important crop with economic value in Egypt and over the whole world. The main target is the proline-rich protein extracted from potato plants under drought stress. A stress experiment was applied to two potato (Solanum tuberosum L.) cultivars Desiree and Diamante. The stress experiment was conducted by poly-ethylene glycol (PEG) 4000; the used water potentials were: zero (control), (PEG 2%), (PEG 4%) and (PEG 8%), after drought stress, the solutes accumulation in the two potato cultivars were determined. Increasing drought stress through elevating PEG decreased leaf area as well as shoot and root lengths. Incontorary, the chlorophyll and proline contents increased with increasing PEG treatments. The proline-rich protein gene was cloned to the pGEM-T Easy vector and was submitted to the gene bank to be used later for enhancing drought resistance in other cultivars.
Show more [+] Less [-]Isolation and Identification of Bacteria Producing Indole From Rhizospheric Plant Full text
2024
Saad, Dina | El- Demerdash, Mohamed | Abdellatif, Yasmin | Hassan, Enas
Isolation and Identification of Bacteria Producing Indole From Rhizospheric Plant Full text
2024
Saad, Dina | El- Demerdash, Mohamed | Abdellatif, Yasmin | Hassan, Enas
Forty-six bacterial isolates were obtained from seven rhizosphere samples using nutrient agar and glucose agar media. These isolates were morphologically categorized into long rods, short rods, and cocci, comprising 52%, 17%, and 31% of the total count, respectively. The collected isolates from the rhizosphere were assessed for their capability to produce indole-3-acetic acid (IAA). The initial qualitative screening revealed diverse abilities among isolates for IAA production, with notable variations in productivity levels. Quantitative analysis of the top ten isolates revealed that cocci-shaped isolates produced the highest IAA levels (4.80 to 6.30 mg/100 mL), with the SS1 isolate achieving the maximum value (6.30 mg/100 mL). Genetic identification of the highest IAA producer (SS1) through 16S rRNA gene sequencing showed that it belongs to the genus Kocuria. Phylogenomic analysis confirmed a high similarity to Kocuria rosea, with 98% identity.
Show more [+] Less [-]Isolation and Identification of Bacteria Producing Indole From Rhizospheric Plant Full text
2024
Dina Saad | Mohamed El- Demerdash | Yasmin Abdellatif | Enas Hassan
Forty-six bacterial isolates were obtained from seven rhizosphere samples using nutrient agar and glucose agar media. These isolates were morphologically categorized into long rods, short rods, and cocci, comprising 52%, 17%, and 31% of the total count, respectively. The collected isolates from the rhizosphere were assessed for their capability to produce indole-3-acetic acid (IAA). The initial qualitative screening revealed diverse abilities among isolates for IAA production, with notable variations in productivity levels. Quantitative analysis of the top ten isolates revealed that cocci-shaped isolates produced the highest IAA levels (4.80 to 6.30 mg/100 mL), with the SS1 isolate achieving the maximum value (6.30 mg/100 mL). Genetic identification of the highest IAA producer (SS1) through 16S rRNA gene sequencing showed that it belongs to the genus Kocuria. Phylogenomic analysis confirmed a high similarity to Kocuria rosea, with 98% identity.
Show more [+] Less [-]Effect of Some Aqueous Plant Extracts on Wheatgrass Growth under Salinity Stress and Resulted Biscuits Property Full text
2024
Abdel azim, Mohamed | El-behairy, Usama | Taha, Noura | Abdallah, Mamdouh | Anwar, Dina
Effect of Some Aqueous Plant Extracts on Wheatgrass Growth under Salinity Stress and Resulted Biscuits Property Full text
2024
Abdel azim, Mohamed | El-behairy, Usama | Taha, Noura | Abdallah, Mamdouh | Anwar, Dina
This study was conducted to examine the effects of the foliar application of moringa and germinated fenugreek extracts on the growth and biochemical parameters of wheatgrass grown under saline conditions. Aqueous moringa extract (MLE) was used at concentrations of 1.25, 0.83, 0.62 and 0.31%, whereas fenugreek extract (GFE) was used at concentrations of 0.25, 0.20, 0.15 and 0.10%. Optimum germination conditions were investigated under normal and NaCl stress (2000 ppm) conditions. Exposure to saline stress significantly reduced seed germination and grass yield as well as shoot and seedling fresh and dry weights. Ideal germination conditions were MLE 0.31% and GFE 0.15%, resulting in increased growth traits compared with the other concentrations and control. Foliar application of MLE or GFE improved growth traits, total antioxidants, phenols, Ca, Mg, K, Mn, Cu, Zn and Fe in the presence or absence of NaCl. In addition, wheatgrass powder was used to replace wheat flour in developing biscuits at 5, 10 and 15% levels. Wheatgrass showed high feasibility for formulating nutrient-rich biscuits with acceptable sensory qualities. These findings provide useful information for enhancing the nutrients in biscuits, with potential use as a natural source of bioactive compounds in functional food products.
Show more [+] Less [-]Effect of Some Aqueous Plant Extracts on Wheatgrass Growth under Salinity Stress and Resulted Biscuits Property Full text
2024
Mohamed Abdel azim | Usama El-behairy | Noura Taha | Mamdouh Abdallah | Dina Anwar
This study was conducted to examine the effects of the foliar application of moringa and germinated fenugreek extracts on the growth and biochemical parameters of wheatgrass grown under saline conditions. Aqueous moringa extract (MLE) was used at concentrations of 1.25, 0.83, 0.62 and 0.31%, whereas fenugreek extract (GFE) was used at concentrations of 0.25, 0.20, 0.15 and 0.10%. Optimum germination conditions were investigated under normal and NaCl stress (2000 ppm) conditions. Exposure to saline stress significantly reduced seed germination and grass yield as well as shoot and seedling fresh and dry weights. Ideal germination conditions were MLE 0.31% and GFE 0.15%, resulting in increased growth traits compared with the other concentrations and control. Foliar application of MLE or GFE improved growth traits, total antioxidants, phenols, Ca, Mg, K, Mn, Cu, Zn and Fe in the presence or absence of NaCl. In addition, wheatgrass powder was used to replace wheat flour in developing biscuits at 5, 10 and 15% levels. Wheatgrass showed high feasibility for formulating nutrient-rich biscuits with acceptable sensory qualities. These findings provide useful information for enhancing the nutrients in biscuits, with potential use as a natural source of bioactive compounds in functional food products.
Show more [+] Less [-]Impact of Seed Pre-Soaking in Saline and Salicylic Acid on Germination and Nutritional Quality of Radish Microgreens Full text
2024
Abd elkader, Tarek | Aly, Tahany | Elgabry, Yasser | Elbehairy, Usama
Impact of Seed Pre-Soaking in Saline and Salicylic Acid on Germination and Nutritional Quality of Radish Microgreens Full text
2024
Abd elkader, Tarek | Aly, Tahany | Elgabry, Yasser | Elbehairy, Usama
This study was conducted to determine the impact of sodium chloride (2000 ppm) and salicylic acid (SA) concentrations (0, 50, 100, 150, and 200 ppm) on the nutritional value and germination of radish microgreens. The experiment was based on a completely random design with three replicates. Results indicated that applying SA at 50 and 100 ppm mitigates the negative effects of salinity, even better than higher concentrations, on the nutritional value and bioactive contents of radish microgreens where SA at 50 ppm lowered the sodium contents from 1.75 to 1.10 ppm in addition to increasing the moisture content. Applying SA at 50 and 100 ppm caused a noticeable increase in carbohydrates, proteins, fats, fibers and energy under unstressed condition. In addition, SA at 50 ppm caused a significant increase in oxalic and malic acid contents under both normal and salinity conditions while SA at 100 ppm significantly enhanced the levels of total phenols, flavonoids and antioxidants under salinity conditions. This practical study highlights the significant role of salicylic acid, at 50 and 100 ppm, in increasing the levels of phytochemicals and minerals, hence improving the nutritional value of microgreen radishes.
Show more [+] Less [-]Impact of Seed Pre-Soaking in Saline and Salicylic Acid on Germination and Nutritional Quality of Radish Microgreens Full text
2024
Tarek Abd elkader | Tahany Aly | Yasser Elgabry | Usama Elbehairy
This study was conducted to determine the impact of sodium chloride (2000 ppm) and salicylic acid (SA) concentrations (0, 50, 100, 150, and 200 ppm) on the nutritional value and germination of radish microgreens. The experiment was based on a completely random design with three replicates. Results indicated that applying SA at 50 and 100 ppm mitigates the negative effects of salinity, even better than higher concentrations, on the nutritional value and bioactive contents of radish microgreens where SA at 50 ppm lowered the sodium contents from 1.75 to 1.10 ppm in addition to increasing the moisture content. Applying SA at 50 and 100 ppm caused a noticeable increase in carbohydrates, proteins, fats, fibers and energy under unstressed condition. In addition, SA at 50 ppm caused a significant increase in oxalic and malic acid contents under both normal and salinity conditions while SA at 100 ppm significantly enhanced the levels of total phenols, flavonoids and antioxidants under salinity conditions. This practical study highlights the significant role of salicylic acid, at 50 and 100 ppm, in increasing the levels of phytochemicals and minerals, hence improving the nutritional value of microgreen radishes.
Show more [+] Less [-]Jojoba Oil-based Nano-emulsion as Promise Bio-pesticides against Myzus persicae and Tetranychus urticae and their Biosafety on Coccinella undecimpunctata and Aphid mummies Full text
2024
El sherif, Doaa | Safar, Sherin
Nano-emulsion-based essential oils are considered the most effective applications for controlling pests. Jojoba oil-based nano-emulsion and bulk emulsion formulations were examined against Tetranychus urticae and Myzus persicae and their natural enemies. The prepared jojoba oil-based nano-emulsion showed superior stability in centrifuging and freezing tests and had non-foaming properties. The droplet size of the Jojoba oil-based nano-emulsion was as small as 45±5 nmwith a zeta potential of 4.79 mV. Results confirmed that jojoba oil-based nano-emulsion possesses better acaricidal and algicidal activity than bulk emulsion. The LC50 of nano-emulsion was 0.103 and 0.06%, while in bulk emulsion, it recorded 4.06 and 4.76% against T. urticae after 24 h of spraying at temperatures of 20 and 30oC, respectively. Under the same conditions, nano-emulsion had an LC50 value of 0.23 and 0.35% while bulk emulsion had 5.14 and 3.61% against M. persicae. Furthermore, the use of jojoba oil-based emulsion had no significant negative impact on aphid mummies or Coccinella undicempunctata. These encouraging findings confirmed that jojoba-based nano-emulsions possess potential eco-friendly and effective bio-pesticides against mites and aphids as well as being safe as biological control agents. Additionally, its physical properties are suitable for commercial use.
Show more [+] Less [-]Evaluation of Biologically Treated Olive Mill Wastewater for Irrigation of Pea Plant Full text
2023
Abdelhafez, Ahmed | yehia, Rokia | Abdelaal, Azza
Evaluation of Biologically Treated Olive Mill Wastewater for Irrigation of Pea Plant Full text
2023
Abdelhafez, Ahmed | yehia, Rokia | Abdelaal, Azza
This study evaluated the use of biologically treated olive mill wastewater (OMWW) for irrigation of pea plants, rather than discharging this nutrient-rich liquid and polluting the environment. Pea seeds were planted in pots containing soil irrigated with tap water (control), untreated (crude) OMWW, or OMWW treated with the fungus, Pleurotus columbinus, or algae Spirulina platensis or Wollea sp., with two NPK rates. Plant length shoot and root dry weight, nitrogen, phosphorus, potassium, chlorophyll, and carotene contents were measured, along with to nitrogenase and dehydrogenase activity. The highest shoots N and P content were recorded in plants irrigated with Sp. Platensis-treated OMWW + 100% NPK; while the highest K content was in plants irrigated with crude OMWW + 100% NPK. The highest dehydrogenase activity, 59.01 μg TPF/100 g soils, was recorded in plants irrigated with P. columbinus-treated OMWW supported with 75% NPK, while maximum nitrogenase activity (261.82 μmol/100g soil/day) occurred in plants irrigated with Wollea sp.-treated OMWW with 75% NPK. The highest content of chlorophylls a & b and carotene (0.838, 0.276, 0.252 mg/g dry weight, respectively) were found in plants irrigated with OMWW treated with Wollea sp. and 100% NPK. Thus, biologically treated OMWW showed promising impacts on plant growth parameters.
Show more [+] Less [-]Evaluation of Biologically Treated Olive Mill Wastewater for Irrigation of Pea Plant Full text
2023
Rokia yehia | Azza Abdelaal | Ahmed Abdelhafez
This study evaluated the use of biologically treated olive mill wastewater (OMWW) for irrigation of pea plants, rather than discharging this nutrient-rich liquid and polluting the environment. Pea seeds were planted in pots containing soil irrigated with tap water (control), untreated (crude) OMWW, or OMWW treated with the fungus, Pleurotus columbinus, or algae Spirulina platensis or Wollea sp., with two NPK rates. Plant length shoot and root dry weight, nitrogen, phosphorus, potassium, chlorophyll, and carotene contents were measured, along with to nitrogenase and dehydrogenase activity. The highest shoots' N and P contents were recorded in plants irrigated with Sp. platensis- treated OMWW + 100% NPK; while the highest K content was in plants irrigated with crude OMWW + 100% NPK. The highest dehydrogenase activity, 59.01 μg TPF/100 g soils, was recorded in plants irrigated with P. columbinus-treated OMWW supported with 75% NPK, while maximum nitrogenase activity (261.82 μmol/100g soil/day) occurred in plants irrigated with Wollea sp.-treated OMWW with 75% NPK. The highest content of chlorophylls a & b and carotene (0.838, 0.276, 0.252 mg/g dry weight, respectively) were found in plants irrigated with OMWW treated with Wollea sp. and 100% NPK. Thus, biologically-treated OMWW showed promising impacts on plant growth parameters.
Show more [+] Less [-]Effect of Foliar Spraying with Pink Pigmented Facultative Methylotrophic Bacteria on the Growth and Productivity of Strawberry Full text
2023
Ismail, shadia | Mohammed, Fafy
Effect of Foliar Spraying with Pink Pigmented Facultative Methylotrophic Bacteria on the Growth and Productivity of Strawberry Full text
2023
Ismail, shadia | Mohammed, Fafy
Pink-pigmented facultative methylotrophic bacteria (PPFM) isolated from cotton leaves was identified based on phenotypic and genotypic characteristics as Methylobacterium rodiotolerance. Two field experiments were conducted to investigate the effects of PPFM, methanol (10 and 30%) and a combination of bacteria and methanol on the growth, fruit quality, and yield of two strawberry cultivars (Florida and Festival). The main differences between the two cultivars are greater foliage fresh weight and early yield in cv. Florida while Festival cv. had a higher total yield per plant and greater anthocyanins and ascorbic acid contents. The greatest vegetative growth, dry matter percentage, potassium content, and carbohydrate content besides the earliest yield per plant were observed following spraying with PPFM or PPFM mixed with 10% methanol. Spraying with PPFM resulted in the highest total yield per plant, highest yield per feddan, and fruit quality. Spraying cv. Florida with PPFM resulted in the best early yield while spraying cv. Festival with PPFM resulted in the highest total yield and fruit quality. Spraying with PPFM appears to be the most efficient treatment for enhancing the total yield of Festival cv. by an average of 23.02 and 24.06 tons per feddan in the first and second seasons, respectively.
Show more [+] Less [-]Effect of Foliar Spraying with Pink Pigmented Facultative Methylotrophic Bacteria on the Growth and Productivity of Strawberry Full text
2023
shadia Ismail | Fafy Mohammed
Pink-pigmented facultative methylotrophic bacteria (PPFM) isolated from cotton leaves was identified based on phenotypic and genotypic characteristics as Methylobacterium rodiotolerance. Two field experiments were conducted to investigate the effects of PPFM, methanol (10 and 30%) and a combination of bacteria and methanol on the growth, fruit quality, and yield of two strawberry cultivars (Florida and Festival). The main differences between the two cultivars are greater foliage fresh weight and early yield in cv. Florida while Festival cv. had a higher total yield per plant and greater anthocyanins and ascorbic acid contents. The greatest vegetative growth, dry matter percentage, potassium content, and carbohydrate content besides the earliest yield per plant were observed following spraying with PPFM or PPFM mixed with 10% methanol. Spraying with PPFM resulted in the highest total yield per plant, highest yield per feddan, and fruit quality. Spraying cv. Florida with PPFM resulted in the best early yield while spraying cv. Festival with PPFM resulted in the highest total yield and fruit quality. Spraying with PPFM appears to be the most efficient treatment for enhancing the total yield of Festival cv. by an average of 23.02 and 24.06 tons per feddan in the first and second seasons, respectively.
Show more [+] Less [-]Molecular Identification of Some Rhizobium and Serratia Isolates as Potential Producers of Indole-3-Acetic Acid Full text
2023
Sello, Shaimaa | Abdel Razik, Ashraf | Ibrahim, Samir | Elateek, Sawsan
Molecular Identification of Some Rhizobium and Serratia Isolates as Potential Producers of Indole-3-Acetic Acid Full text
2023
Sello, Shaimaa | Abdel Razik, Ashraf | Ibrahim, Samir | Elateek, Sawsan
In order to reduce the use of chemical fertilizers, the use of biological inoculants has been increased. Beneficial microorganisms are used to increase crop yields by stimulating plant growth through the production of phytohormones. In the present study, Indole Acetic Acid (IAA) production was analyzed in 18 bacterial isolates with Plant Growth-Promoting (PGP) capabilities; 15 of these isolates were Rhizobium, and three were Serratia. All isolates have been characterized morphologically and biochemically, and their IAA production in the presence of tryptophan, a precursor for IAA biosynthesis, has been evaluated. IAA production was detected using the Salkowski reagent with CT-2200 spectrophotometer at 530 nm. The levels of IAA production varied between the different isolates. The top two IAA producers were selected for genetic identification using 16SrRNA primers (27F and 1492R). One of the Rhizobium isolates (NRC-R2) shared 95% sequence similarity with Rhizobium sp., according to a Blastn search in GenBank and Rhizobium leguminosarum, whereas the Serratia isolate (Ain Shams Center for Genetic Engineering and Biotechnology (ACGEB)-S2 was 99.5% similar to Serratia sp. In the near future, it is possible that these two isolates could serve as biological sources for IAA.
Show more [+] Less [-]Molecular Identification of Some Rhizobium and Serratia Isolates as Potential Producers of Indole-3-Acetic Acid Full text
2023
Shaimaa Sello | Ashraf Abdel Razik | Samir Ibrahim | Sawsan Elateek
In order to reduce the use of chemical fertilizers, the use of biological inoculants has been increased. Beneficial microorganisms are used to increase crop yields by stimulating plant growth through the production of phytohormones. In the present study, Indole Acetic Acid (IAA) production was analyzed in 18 bacterial isolates with Plant Growth-Promoting (PGP) capabilities; 15 of these isolates were Rhizobium, and three were Serratia. All isolates have been characterized morphologically and biochemically, and their IAA production in the presence of tryptophan, a precursor for IAA biosynthesis, has been evaluated. IAA production was detected using the Salkowski reagent with CT-2200 spectrophotometer at 530 nm. The levels of IAA production varied between the different isolates. The top two IAA producers were selected for genetic identification using 16SrRNA primers (27F and 1492R). One of the Rhizobium isolates (NRC-R2) shared 95% sequence similarity with Rhizobium sp., according to a Blastn search in GenBank and Rhizobium leguminosarum, whereas the Serratia isolate (Ain Shams Center for Genetic Engineering and Biotechnology (ACGEB)-S2 was 99.5% similar to Serratia sp. Accordingly, these two isolates could serve as biological sources for IAA.
Show more [+] Less [-]Residue Assessment of Bifenazate, Spirodiclofen and Abamectin in Strawberry Fruits Under Field Conditions Full text
2023
Abdelmaksoud, Eman | Elsayed, Walaa | Elrefai, Shoukry | mahmoud, kadry
Residue Assessment of Bifenazate, Spirodiclofen and Abamectin in Strawberry Fruits Under Field Conditions Full text
2023
Abdelmaksoud, Eman | Elsayed, Walaa | Elrefai, Shoukry | mahmoud, kadry
The dissipation behavior of three pesticides, bifenazate, spirodiclofen and abamectin was studied in strawberry fruits using a modified QuEChERS extraction technique. The residues of the tested acaricides were determined under field conditions after 1 hour (zero days), 1, 3, 7, 14, and 21 days. The maximum residue limits (MRLs) were 2, 2, and 0.15 mg/kg for bifenazate, spirodiclofen and abamectin, respectively. The strawberry fruits could be used safely after 15 days from bifenazate spraying and after 3 days from spirodiclofen spraying. The concentration of abamectin after 21 days did not reach MRL. The half-life values (t1/2) of bifenazate, spirodiclofen, and abamectin in strawberry fruits were 0.99, 0.86, and 5.7 days, respectively.
Show more [+] Less [-]Residue Assessment of Bifenazate, Spirodiclofen and Abamectin in Strawberry Fruits Under Field Conditions Full text
2023
Eman Abdelmaksoud | Walaa Elsayed | Shoukry Elrefai | kadry mahmoud | Khaled Ramadan
The dissipation behavior of three pesticides, bifenazate, spirodiclofen and abamectin was studied in strawberry fruits using a modified QuEChERS extraction technique. The residues of the tested acaricides were determined under field conditions after 1 hour (zero days), 1, 3, 7, 14, and 21 days. The maximum residue limits (MRLs) were 2, 2, and 0.15 mg/kg for bifenazate, spirodiclofen and abamectin, respectively. The strawberry fruits could be used safely after 15 days from bifenazate spraying and after 3 days from spirodiclofen spraying. The concentration of abamectin after 21 days did not reach MRL. The half-life values (t1/2) of bifenazate, spirodiclofen, and abamectin in strawberry fruits were 0.99, 0.86, and 5.7 days, respectively.
Show more [+] Less [-]Predicting and Optimizing Tillage Draft Using Artificial Network Technique Full text
2023
Shehta, Yasmin | Awady, Nabil | Kabany, Abdel-Fadil | Abd-Elwahed, Mohammed | Elhelew, Waleed
Predicting and Optimizing Tillage Draft Using Artificial Network Technique Full text
2023
Shehta, Yasmin | Awady, Nabil | Kabany, Abdel-Fadil | Abd-Elwahed, Mohammed | Elhelew, Waleed
Machine learning models, Artificial neural network, Tillage performance, Energy needs, draught Tillage as one of the agricultural practices consumes the largest amount of energy, which reflects on the total production cost. The artificial neural network (ANN) technique was utilized in the current study to optimize the performance of the tillage process. The ANN-modeled multilayer perceptron network with a backpropagation learning algorithm and momentum term was used by the PYTHON program. The ANN inputs were the implement type, soil texture, moisture, bulk density, width, speed, and depth. The draught was the output (kN). Five layers composed the ANN model's optimal configuration (13-64-16-4-1). The linear and rectified linear units (ReLU) functions were utilized with hidden layers and the output layer, respectively. Momentum term and learning rate were 0.00003 and 0.9 respectively. The iteration number was 1000 epochs and stopped at 290 epochs. The coefficient of determination in the test datasets was high (0.92) while the difference between actual and predicted output was low (2.08). Bulk density and depth were the main determinants of the draft. The evaluation of the developed model for chisel, moldboard, and disk plow gave satisfactory results of 0.985, 0.924, and 0.917. In comparison to the ANNs, the regression model's correlation coefficient for predicting draught force was the lowest (0.373).
Show more [+] Less [-]Predicting and Optimizing Tillage Draft Using Artificial Network Technique Full text
2023
Yasmin Shehta | Nabil Awady | Abdel-Fadil Kabany | Mohammed Abd-Elwahed | Waleed Elhelew
Tillage as one of the agricultural practices consumes the largest amount of energy, which reflects on the total production cost. The artificial neural network (ANN) technique was utilized in the current study to opti-mize the performance of the tillage process. The ANN-modeled multilayer perceptron network with a backpropagation learning algorithm and momen-tum term was used by the PYTHON program. The ANN inputs were: the implement type, soil texture, moisture, bulk density, width, speed, and depth. The draught was the output (kN). Five layers composed the ANN model's optimal configuration (13-64-16-4-1). The linear and rectified linear units (ReLU) functions were utilized with hidden layers and the output layer, re-spectively. Momentum term and learning rate were 0.00003 and 0.9 respec-tively. The iteration number was 1000 epochs and stopped at 290 epochs. The coefficient of determination in the test datasets was high (0.92) while the difference between actual and predicted output was low (2.08). Bulk den-sity and depth were the main determinants of the draft. The evaluation of the developed model for chisel, moldboard, and disk plow gave satisfactory re-sults of 0.985, 0.924, and 0.917. In comparison to the ANNs, the regression model's correlation coefficient for predicting draught force was the lowest (0.373).
Show more [+] Less [-]