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جستجوی مقالات مرتبط با کلیدواژه « phenology » در نشریات گروه « زراعت »

تکرار جستجوی کلیدواژه «phenology» در نشریات گروه «کشاورزی»
  • حمیدرضا فنایی*، منصور سارانی، مجیدرضا کیانی

    به منظور بررسی عملکرد دانه، روغن و برخی ویژگی های زراعی ارقام گلرنگ، در تاریخ های مختلف کشت زمستانه، آزمایشی به صورت کرت های یک بار خرد شده بر پایه طرح بلوک های کامل تصادفی درسه تکرار در دو سال زراعی 1391-1392 و 1393-1392 در ایستگاه تحقیقات کشاورزی زهک اجرا گردید. تاریخ کاشت در شش سطح (1، 20 دی، 10،30 بهمن و 20 اسفند) عامل اصلی و رقم در چهار سطح (گلدشت، پدیده، فرامان و گل مهر عامل فرعی بودند. بالاترین عملکرد دانه در سال اول با میانگین 1253 کیلوگرم در هکتار بدست آمد که نسبت به سال دوم 6 درصد افزایش داشت. تاریخ کاشت اول دی ماه با 1611 کیلوگرم در هکتار نسبت به تاریخ کاشت دوم (20 دی)، سوم (10 بهمن)، چهارم (1اسفند) و پنجم (20 اسفند) به ترتیب 16، 24، 37 و 44 درصد افزایش در عملکرد دانه داشت. با تاخیر کشت از اول دی ماه، روزانه حدود 10 کیلوگرم در هکتار از عملکرد دانه کاسته شد. برهمکنش رقم × تاریخ کاشت×سال بالاترین عملکرد دانه را در سال اول، تاریخ کاشت اول دی ماه و رقم فرامان با میانگین 2090 کیلوگرم در هکتار داشت. درصد روغن در تاریخ کاشت اول دی نسبت به 20 اسفند حدود 9 درصد و ارقام پدیده و گل مهر نسبت به ارقام گلدشت و فرامان به ترتیب 9 و 6 درصد دراین تاریخ کشت افزایش نشان دادند. بر اساس نتایج تاریخ کاشت از اوایل (1 دی) تا اواخر دی ماه (20 دی) با استفاده از ارقام زودرس فرامان و گلدشت مناسب و قابل توصیه تر می باشند.

    کلید واژگان: اجزای عملکرد, شاخص برداشت, فنولوژی, گلرنگ}
    Hamid Reza Fanaei *, Mansoor Saranei, Majid Reza Kiani
    Introduction

    Planting date is considered to play a crucial role in decision-making processes of crop production and management, especially in the areas where plants are impacted by deleterious factors such as terminal cold and drought, early drought stress and extreme heat (Behdani & Jami Al-Ahmadi, 2008). In the studies conducted in different regions, delay in planting time in both autumn and spring resulted in decreases in grain, and oil yield, number of seeds per head, number of heads per plant, 1000-seed weight, plant height, number of leaves per plant, and dry weight of shoot (Solhe oskouei et al., 2016 ; Deltalab et al., 2011). Therefore, this experiment was performed to find the best winter sowing date for different cultivars and to investigate changes in grain yield, yield components and oil of safflower cultivars under delayed cultivation.

    Materials and Methods

    The experiment was carried out in a split plot arrangement based on randomized complete block design with three replications in two years, 2013 and 2014 at Zahak Agricultural and Natural Resources Research Station, Sistan and Baluchestan province. The main plot consisted of five sowing dates including: 21th Dec., 9th Jan., 29th Jan., 19th Feb. and 10th Mar. and the subplot was assigned to four cultivars; Golldasht, Padideh, Faraman, Gollmehr, which were independently randomized. In this study, yield characteristics and components of grain yield, agronomic and phonological traits in addition to grain oil content were investigated. Statistical analysis was performed using MSTAT-c software.Results &

    Discussion

    The combined analysis of variance indicated significant effect of year, and cultivar on the all traits phenological, morphological, grain yield and its components as well as oil content. Goldasht and Faraman cultivars, at all the sowing dates, showed shorter time to physiological maturity. The highest mean of plant height (114 cm) was observed at the first sowing date (21th Dec.), which was 20% and 28% higher than the fourth (19th Feb.) and the fifth (10th Mar.) sowing dates, respectively. Padideh and Golmehr cultivars showed the highest plant height. Grain yield in the first year increased by 6% relative to the second year. The seed yield at the first sowing date (21th Dec.) was 1611 kg.ha -1, which was 16%, 24%, 37% and 44% greater than at the second (9th Jan.), the third (29th Jan.), the fourth (19th Feb) and the fifth (10 Mar.) sowing dates, respectively. A delayed planting from 21th Dec. declined the grain yield at a rate of 10 kg.ha-1 per day. The results for the triple interactive effects of cultivar × planting date × year showed that the highest grain yield was achieved in the first year × first sowing date (21th Dec. × the genotypes of Faraman and Goldasht with a mean yield of 2090 and 1758 kg.ha-1. Oil content was increased as the planting date was shifted from 21th Dec. to 10th Mar. The oil percentage at the first sowing date (21th Dec.) relative to the fifth sowing date (10th Mar,) increased by about 9% and among the cultivars, Padideh and Golmehr had 9% and 6% more oil content than Goldasht and Faraman, respectively. Seed yield showed the highest positive and significant correlation coefficient with number of boll per plant (r = 0.76 **), number of grain per boll (r = 0.75 **), and 1000-seed weight (r = 0. 47 **).

    Conclusion

    Losing the appropriate planting date for winter cultivation system of safflower, shifting from early January to early February, can lead to a compensatory seed yield production. In fact, at these dates, suitable environmental conditions facilitate increased duration of vegetative growth and the formation of higher yield components such as number of florets per boll, boll per plant and grain per boll as compared to late planting date. Among the studied cultivars, Faraman and Goldasht produced the highest grain yield at the all planting dates, maybe due to the higher number of grain per boll and 1000-seed weight. To achieve maximum grain and oil yield in winter safflower cultivation for the conditions of Sistan region, sowing from early January (first date 21th Dec.) to late January (second date (9th Jan) using early maturity cultivars, such as Faraman and Goldasht cultivars is recommended.

    Keywords: Harvest index, Phenology, Safflower, Yield components}
  • محسن جهان*، معصومه فرهادی، محمد بنایان اول، محمدحسن فلاح، فاطمه یعقوبی

    به منظور تعیین عوامل محیطی و مدیریتی بر عملکرد گندم آبی در نواحی مختلف استان خراسان شمالی، روند تغییرات عملکرد در بازه زمانی 2017-1980 مورد بررسی قرار گرفت. سپس مراحل رشدی و عملکرد گیاه گندم توسط مدل DSSAT، با استفاده از مجموعه داده های گرید بندی شده AgMERRA شبیه سازی شد و اثر تغییرات دما و بارندگی بر عملکرد به وسیله آنالیز پنل دیتا مورد تجزیه وتحلیل قرار گرفت. طبق نتایج این تحقیق، 63 درصد از تغییرات عملکرد گندم آبی توسط عوامل محیطی (دما و بارندگی) و 37 درصد آن توسط عوامل مدیریتی توضیح داده می شوند. دماهای بالاتر از 30 درجه سانتی گراد، دمای میانگین، برهمکنش میزان و دفعات بارندگی در طول فصل رشد، اثر معنی داری بر عملکرد داشتند. طول فصل رشد در تمام مناطق موردمطالعه شیب کاهشی داشت. مطالعه مراحل حساس رشدی طی سال های خوب و ضعیف (به ترتیب دارای عملکرد بالا و پایین دانه گندم) حاکی از این است که در تمام سال های ضعیف، دماهای حداقل، پایین تر از حد بحرانی (11- درجه سانتی گراد) بودند. در تمامی نواحی و در تمام سال های موردمطالعه، گندم در مرحله پر شدن دانه (خمیری نرم و خمیری سخت) با دمای بالاتر از 30 درجه سانتی گراد مواجه بود، بنابراین هر اندازه که تاریخ کاشت از مهر ماه (تاریخ کاشت رایج در مناطق موردمطالعه) به تعویق افتد، کاهش شدید عملکرد را در پی خواهد داشت. به طورکلی، نتایج این تحقیق نشان داد که با به کار بستن شیوه های مدیریتی موثر، به ویژه انتخاب تاریخ کاشت مناسب می توان در جهت بهبود عملکرد گندم اقدام نمود.

    کلید واژگان: آنالیز پنل دیتا, تغییرپذیری عملکرد, سازگاری اقلیمی, فنولوژی, مدل شبیه سازی}
    M .Jahan *, M. Farhadi, M. Bannayan Aval, M. H .Fallah, F. Yaghoubi
    Introduction

    One of the main challenges of modern agriculture in ensuring food security is development of strategies to deal with potential negative impacts and adapt to climate change. To address this challenge, it is crucial to investigate the effects of climatic factors on agricultural production at a spatiotemporal dimension, develop and utilize crop management decision-support tools, and support targeted agronomic research and policy. These endeavors necessitate the availability of accurate and standardized meteorological data.Studying growth degree days and wheat phenology can significantly enhance our understanding of how wheat growth responds to climate change and aid farmers in adapting to and effectively mitigating its influence.

    Materials and Methods

    To determine the environmental and management factors affecting the yield of irrigated and rainfed wheat in different regions of North Khorasan province, we investigated the trend of yield changes from 1980 to 2009. Subsequently, we simulated the wheat plant growth stages using the DSSAT model and analyzed the impact of temperature and rainfall changes on yield through panel data analysis. Panel data analysis is a widely used statistical method in social science, epidemiology, and econometrics for analyzing two-dimensional (typically cross-sectional and longitudinal) panel data. This method involves collecting data over time from the same individuals and conducting regression analysis across these two dimensions.

    Results and Discussion

    According to the results of this study, 63% of the changes in irrigated wheat yield between the years 1980-2009 can be attributed to environmental factors (temperature and precipitation), while 37% can be attributed to management factors. When comparing environmental parameters, it was observed that the number of temperatures above 30°C (N30TMAX), mean temperature (GSTMEAN), interaction of amount and frequency of precipitation (TPRAT * NPRAT) significantly affect yield (p ≤ 0.05). Bojnord, Shirvan, and Esfarayen regions exhibited significant positive cross-sectional effects in terms of environmental parameters, whereas Farooj, Raz-Jargalan, Maneh Semelghan, and Jajarm regions displayed negative cross-sectional fixed effects.A study examining the critical stages of wheat growth during good years (with high wheat grain yield) and poor years (with low wheat grain yield) revealed that in all weak years, the minimum temperatures fell below the critical level (-11°C). The occurrence of very low temperatures during the early stages of growth and primary leaf production, which is the plant establishment stage, resulted in reduced photosynthesis levels and subsequently severe yield reduction.In all regions and for 100% of the studied years, irrigated wheat in the grain-filling stage experienced temperatures above 30°C, leading to negative cross-sectional effects in Farooj, Raz-Jargalan, Maneh-Semelghan, and Jajarm. The frequency of temperatures above 30°C during the hard dough stage of irrigated wheat was higher than that during the soft dough stage in all regions. Therefore, delaying the planting date from October (the common planting date in the studied areas) would result in conflicts with high temperatures during the soft dough stage and negative temperatures during the primary leaf production stage and plant establishment at the beginning of the growing season, severely reducing yield.

    Conclusion

    In general, the results of this study demonstrated that implementing effective management methods, particularly selecting the appropriate planting date, can lead to better adaptation of wheat's phenological stages to environmental conditions. This, in turn, has the potential to enhance wheat yield.

    Keywords: Climate adaptation, Panel data analysis, Phenology, Simulation Model, yield variability}
  • Sara Najarnasab, Tayeb Sakinejad *
    BACKGROUND
    Salicylic acid (SA) is a small molecule phenolic substance and secondary metabolite, which is commonly found in different plants. Abscisic acid (ABA), one of the five recognized plant hormones.
    OBJECTIVES
    The purpose of this research was to investigate the most effective abscisic acid to salicylic acid ratio at different growth stages and its influence on crop production and qualitative trait of Cowpea.
    METHODS
    Current study was conducted in the summer of 2016 in Shahid Salemi farm according factorial experiment based on randomized complete block design with 3 replications. This experiment included different ratios of abscisic acid to salicylic acid at 3 levels [including no use (control), 1.5:2 and 3:4 Mm/(mg/g)] and also included three of foliar application in different periods of growth [1-Before 30 days (slow growth period) 2- Flowering time 3- Pod appearance].
    RESULT
    The difference between the different ratios of abscisic acid to salicylic acid in terms of pod length, number of pods per plant, number of seeds per pod, 1000 seed weight, seed yield, biological yield, harvest index and protein percentage were statistically significant at the 1% of probability level. The difference between the levels of different periods of foliar application in all measured traits was significant at the 1% of probability level. The interaction effects of treatments on seed yield and biological yield was significant at the 1% of probability level and pod length and the number of pods per plant at the 5% of probability level. The highest seed yield, with an average of 2859 kg.ha-1, was related to the ratio of 1.5:2 abscisic acid to salicylic acid during vegetative growth, and the lowest (with an average of 1035 kg.ha-1) was related to the ratio of 3:4 hormones and foliar application at the pod appearance stage.
    CONCLUSION
    According to the obtained results, it is recommended to apply the ratio of 3:4 abscisic acids to salicylic acid during vegetative growth to increase both quantitative and qualitative yield.
    Keywords: Growth Regulator, Phenology, Protein, Pulse, Seed yield}
  • صالح کرامت، بنیامین ترابی*، افشین سلطانی، ابراهیم زینلی
    سابقه و هدف
    برنج یکی از مهم ترین غلات و غذای اصلی بسیاری از مردم جهان است. برای شناسایی امکان تامین غذای جمعیت جهان، با توجه به لزوم تداوم تولید در کشاورزی پایدار، پیش بینی درست عملکرد گیاهان زراعی امری لازم و ضروری است. به منظور، مدل سازی مراحل رشد و عملکرد برنج بر اساس آمار هواشناسی کشور ایران، مطالعه ای در دانشگاه علوم کشاورزی و منابع طبیعی گرگان صورت گرفت. هدف از این مطالعه استفاده از مدل ساده SSM-iCrop2 برای شبیه سازی رشد و عملکرد برنج به منظور بررسی اثرات عوامل آب و هوایی، خاک، مدیریت زراعی و تعیین ضرایب ژنتیکی برنج در شرایط کشور ایران بود. با توجه به توانایی مناسب مدل در شبیه سازی برنج، می توان از آن به عنوان ابزار مناسبی برای برنامه ریزی و مدیریت بهتر مزارع برنج در کشور استفاده نمود.
    مواد و روش ها
    در این مطالعه از مدل SSM-iCrop2 برای شبیه سازی پتانسیل عملکرد استفاده شد. در این مدل مقدار عملکرد پتانسیل بر مبنای داده‏های هواشناسی، شرایط خاک، نحوه مدیریت (مانند آبیاری) و پارامترهای گیاهی محاسبه می‏شود. مدل برای اجرا نیاز به یک سری پارامترهای ورودی شامل: روابط آب، اطلاعات هواشناسی، مکانی، خاک و مدیریت زراعی دارد که برای انجام شبیه سازی، ورودی های مورد نیاز مدل جمعآوری شدند. مهم ترین فرآیندهایی که در مدل باید شبیه سازی شوند عبارت است از، فنولوژی گیاه، تغییرات سطح برگ، تولید و توزیع ماده خشک و موازنه آب خاک. برای پارامتریابی و ارزیابی مدل، مقادیر عملکرد و روز تا رسیدگی شبیه سازی شده با مشاهده شده مقایسه شدند. برای این منظور از مجموعه ای از داده های آزمایشی (داده های مربوط به رشد و تولید برنج از مقالات و گزارش های چاپ شده و چاپ نشده) در مناطق مهم تحت کشت برنج کشور استفاده شد. براساس آمار وزارت کشاورزی 1380-1395، مناطق اصلی کشت و تولید برنج در ایران مشخص شد. در این مطالعه برای مقایسه انحراف مقادیر شبیه سازی شده از مشاهده شده از میانگین مربعات خطا (RMSE)، ضریب تغییرات (CV)، ضریب همبستگی (r) و میزان انحراف نتایج شبیه سازی شده از خط 1:1 با طیفی از اختلاف 20 درصد بین مقادیر شبیه سازی شده و مشاهده شده (به وسیله خطوط منقطع تعریف شده) برای آزمون نتایج مدل استفاده شد.
    یافته ها
    در پارامتریابی مدل SSM-iCrop2برای برنج، مقایسه بین روز تا رسیدگی مشاهده شده و شبیه سازی شده ، با RMSE، cv و r به ترتیب برابر با 12 روز، 11 درصد و 61/0 و برای عملکرد دانه به ترتیب 56 گرم در متر مربع، 21 درصد و 80/0 درستی پارامترهای مورد استفاده را نشان داد. همچنین، در ارزیابی مدل، مقادیر RMSE، cv و r برای روز تا رسیدگی به ترتیب برابر با 9 روز، 10 درصد و 95/0، برای عملکرد دانه به ترتیب 43 گرم در متر مربع، 14 درصد و 77/0 و در شبیه سازی تبخیر و تعرق به ترتیب 44 میلی متر، 9 درصد و 79/0، دقت شبیه سازی مدل را تایید نمود. استفاده از مدل SSM-iCrop2 آسان بوده و شبیه سازی ها با تعداد پارامتر کم و داده های ورودی قابل دسترس با دقت قابل قبول امکان پذیر است.
    نتیجه گیری
    نتایج پارامتریابی و ارزیابی مدل SSM-iCrop2 با استفاده از شاخص های جذر میانگین مربعات خطا (RMSE)، ضریب همبستگی (r) و ضریب تغییرات (CV)، نشان داد که این مدل مراحل فنولوژیکی (روز تا رسیدگی) و عملکرد دانه را در تاریخ کاشت های مختلف در شرایط اقلیمی ایران با دقت زیادی شبیه سازی می کند که نشان دهنده ساختار مناسب مدل در شبیه سازی است. بنابراین، با توجه به دقت مناسب مدل SSM-iCrop2در شبیه سازی فنولوژی و عملکرد برنج، می توان از آن به عنوان ابزار مناسبی برای بررسی سامانه های زراعی و تفسیر نتایج در شرایط محیطی و مدیریتی متفاوت در جهت برنامه ریزی و بهبود مدیریت مزارع برنج در کشور استفاده نمود.
    کلید واژگان: آب خاک, سطح برگ, شبیه سازی, فنولوژی, عملکرد دانه}
    Saleh Keramat, Benjamin Torabi *, Afshin Soltani, EBRAHIM Zeinali
    Introduction
    Rice is one of the most important cereals and staple food of many people in the world. In order to identify the possibility of supplying food to the world's population, given the need for continued production in sustainable agriculture, it is necessary to correctly predict the yield of crops. For this purpose, modeling of growth stages and yield of rice based on meteorological statistics of Iran, was studied in Gorgan University of Agricultural Sciences and Natural Resources. The purpose of this study was to use the simple model SSM-iCrop2 to simulate rice growth and yield to investigate the effects of climatic factors, soil, agronomic management and to determine the genetic coefficients of rice in Iran. Due to the appropriate ability of the model in rice simulation, it can be used as a suitable tool for better planning and management of rice fields in the country.
    Materials and Methods
    In this study, the SSM-iCrop2 model was used to simulate the potential yield. In this model, the amount of potential yield is calculated based on meteorological data, soil conditions, management and plant parameters. The model needs a series of inputs to run, which is made to perform the simulation of the collected model. The most important processes to be simulated in the model are plant phenology, leaf area changes, dry matter production and distribution, and soil water balance. For parameterization and evaluation of the model, the values of performance and day to maturity of the simulated were compared with those observed. For this purpose, a set of experimental data (data related to rice growth and production from published and unpublished articles and reports) was used in important areas under rice cultivation. According to the statistics of the Ministry of Agriculture, 2001-2016, the main areas of rice cultivation and production in Iran were identified. In this study, to compare the deviation of the simulated values from the observed squared error mean (RMSE), coefficient of variation (CV), correlation coefficient (r) and the deviation of the simulated results from line 1:1 with a range of 20% difference. Between the simulated and observed values was used to test the model results.
    Results and discussion
    In parameterization of SSM-iCrop2 model for rice, the comparison of observed and simulated days to maturity with RMSE, CV and r values of respectively 12 days, 11 percent and 0.61, respectively, and for grain yield of 56 g m-2, 21 percent and 0.80 indicated the accuracy of the used parameters. Furthermore, in evaluation the model, RMSE, CV and r values for days to maturity were 9 days, 10 percent and 0.95 and for grain yield were 43 g m-2, 14 percent and 0.77 and in simulation evapotranspiration were 44 mm, 9 percent and 0.79 respectively, which confirms the precision of the model simulation. Application of SSM-iCrop2 model is simple and acceptably precise simulation is possible with minimal parameters and inputs.
    Conclusion
    The results of parameterization and evaluation of SSM-iCrop2 model, which was (RMSE), (r) and (CV), showed that this model includes phenological stages and grain yield in the history of different plantings in the climatic conditions of Iran simulates with great accuracy, which indicates the appropriate structure of the model in the simulation. Therefore, considering the appropriate accuracy of SSM-iCrop2 model in simulating rice phenology and yield, it can be used as a suitable tool to study cropping systems and interpret the results in different environmental and management conditions to plan and improve the management of rice fields in the country.
    Keywords: soil water, Leaf area, simulation, phenology, Grain yield}
  • سحر کلاه کج، مهرو مجتبایی زمانی*
    دما در دوره گلدهی و دانه‎ بندی شاخص بسیار با اهمیتی برای تخمین پتانسیل عملکرد دانه کلزا محسوب می شود. به منظور ارزیابی تاثیر مواجهه با تنش گرمای ناشی از تاخیر در کاشت بر خصوصیات زراعی ژنوتیپ های مختلف کلزا (شامل هایولا420، هایولا50، هایولا60، سان37، سان34 و دلگان)، دو آزمایش جداگانه در دو تاریخ کاشت متداول (21 آبان ماه) و تاخیری (26 آذر ماه)، هر کدام در قالب طرح بلوک های کامل تصادفی با سه تکرار در سال زراعی 96-1395 در مزرعه تحقیقاتی دانشگاه آزاد اسلامی واحد رامهرمز اجرا شد. هر تاریخ کاشت به عنوان یک محیط در نظر گرفته شد و داده های حاصل در نهایت تجزیه مرکب شدند. نتایج نشان داد که با تاخیر در کاشت و وقوع تنش گرما در مرحله گلدهی و دانه بستن، تعداد گل باز شده روی ساقه اصلی، درصد گل های منتهی به خورجین، تعداد خورجین در بوته، تعداد شاخه های فرعی، تعداد دانه در خورجین، وزن هزار دانه، طول خورجین، ارتفاع بوته و طول دوره زایشی ژنوتیپ ها کاهش یافت و منجر به کاهش معنی دار عملکرد دانه شد. کاهش تعداد خورجین در بوته بیشترین سهم در کاهش عملکرد دانه را به خود اختصاص داد. در تاریخ کاشت متداول، عملکرد دانه در هایولا 420 و سان 34 بیشتر از سایر ژنوتیپ ها بود و در شرایط تنش گرمای ناشی از تاخیر در کاشت، هایولا50 و سپس سان 34 بیشترین و دلگان کمترین عملکرد دانه را به خود اختصاص دادند. کمترین درصد کاهش عملکرد ناشی از تاخیر در کاشت به هایولا50 تعلق داشت (55 درصد) و بر اساس شاخص حساسیت به تنش، ژنوتیپی نیمه متحمل به تنش گرمای انتهای فصل شناخته شد. در تاریخ کاشت متداول، ژنوتیپ هایی که سریع تر به مرحله گلدهی رسیدند ولی دوره گلدهی طولانی تری داشتند از عملکرد بالاتری برخوردار بودند، در مقابل، در تاریخ کاشت تاخیری همبستگی منفی و معنی داری بین طول دوره گلدهی با تعداد خورجین در بوته، تعداد دانه در خورجین و عملکرد دانه مشاهده شد. ژنوتیپ سان34 در هر دو تاریخ کاشت متداول و تاخیری از عملکرد بالایی برخوردار بود و به عنوان ژنوتیپی مناسب برای دستیابی به عملکردی پایدار در منطقه رامهرمز می تواند مورد توجه قرار گیرد.
    کلید واژگان: تنوع ژنوتیپی, شاخص حساسیت به تنش, فنولوژی, کاشت دیرهنگام}
    Sahar Kolahkaj, Mahroo Mojtabaie Zamani *
    Temperature during flowering and seed filling is a very important indicator for estimating the yield potential of rapeseed. In order to evaluate the effect of heat stress due to delay in sowing date on agronomic characteristics of different rapeseed genotypes (including, Hyola420, Hyola50, Hyola60, SAN37, SAN34 and Dalgan) two separate experiments on two Conventional sowing date (11th Nov.) and late sowing date (16th Dec.) each in the form of a randomized complete block design with three replications was carried out in the research farm of Islamic Azad University, Ramhormoz Branch, during the growing season of 2016 and 2017. Each sowing date was considered as an environment and the data were finally analyzed by combined analysis. The results showed that with delay in sowing date and the occurrence of heat stress at flowering and seed filling stages, the number of flowers on the main raceme, ratio of siliques produced per flowers produced, number of siliques per plant, and branches per plant, number of seeds per silique, 1000-seed weight, silique length, plant height and reproductive period decreased and led to significant reduction in seed yield. Reducing silique numbers per plant had the highest contribution to reducing seed yield. In conventional sowing date, seed yield in Hyola 420 and SAN 34 was higher than other genotypes. Under heat stress conditions due to delay in sowing, seed yield in Hyola50 followed by SAN34 was higher than other genotypes and Dalgan had the lowest seed yield. The lowest percentage of reduction seed yield was belonged to Hyola50 (55%) and the amount of stress susceptibility index in this genotype indicated that it was semi-tolerant to late season heat stress. In conventional sowing date, genotypes that quickly reached to the flowering stage but had a longer flowering period, had higher yields. In late sowing date, significant negative correlation was observed between the duration of flowering with number of siliques per plant, number of seeds per silique and seed yield. SAN 34 had high yield in both conventional and late sowing dates and is suggested as a suitable genotype for achieving stable yield in Ramhormoz region.
    Keywords: genetic diversity, Late sowing date, Phenology, Stress susceptibility index}
  • سعید سلطانی*، حبیب الله کشیری، علی راحمی کاریزکی

    سابقه و هدف:

     افزایش دمای جهانی که توسط چندین مدل آب و هوایی پیش بینی شده است، اثر مستقیمی روی رشد گیاهی، عملکرد و کیفیت پنبه دارد. این نوع از تغییرات درجه حرارت در مزرعه می‎تواند با کاشت محصولات کشاورزی در تاریخ های مختلف ایجاد شود و محصول در شرایط دمایی و رطوبت نسبی مختلف رشد کند. هدف ازاین تحقیق مدل‎سازی نمو فنولوژی در ارقام تجاری پنبه با استفاده از پارامترهای هواشناسی بود.

    مواد و روش ها

    به ‎منظور بررسی اثر تاریخ کاشت بر وقوع مراحل فنولوژیک و عملکرد ارقام پنبه، آزمایش مزرعه ای در دو منطقه هاشم آباد (پنبه با آبیاری) وکارکنده (پنبه دیم) در سال 1397 به صورت کرت های خرد شده در قالب طرح بلوک‎های کامل تصادفی در سه تکرار انجام شد. برای برآورد تاثیر تاریخ کاشت بر فنولوژی 6 تاریخ کاشت (با فاصله 15 روز) در کرت‎های اصلی و سه رقم (گلستان، لطیف و ساجدی) در کرت‎های فرعی کاشته شد. مراحل فنولوژی شامل سبز شدن، غنچه دهی، گل دهی، قوزه دهی، باز شدن قوزه و برداشت برای هر تاریخ کاشت یادداشت برداری شد. تجزیه و تحلیل داده ها با استفاده از نرم افزار SAS انجام و برای رسم نمودارها از نرم افزار Excel استفاده شد.

    یافته ها

    نتایج تحقیقات نشان داد که اثر تاریخ کاشت بر تعداد روز مورد نیاز در هر دو منطقه از کاشت تا رسیدگی در سطح یک درصد معنی‎دار بود. به طوری که با تاخیر در تاریخ کاشت، هم در منطقه کارکنده و هم در منطقه هاشم آباد، تعداد روزاز کاشت تا مرحله سبز شدن از 7 و 9.1 به 4.6 و 3.1 روز، تا مرحله غنچه دهی، از 52 و 46 روز به 29.2 و 23.2 روز تا مرحله گلدهی، از 63.3 و 57.9 روز به 41.9 و 33.3 روز، تا مرحله گلدهی، از 75 و 63.8 روز به 58.3 و 43.2، تا مرحله بلوغ از 115 و 107.7 به ترتیب به 98.1 و 84.6 روز کاهش یافت. نتایج مقایسه میانگین عملکرد نشان داد که، بیشترین عملکرد کل وش پنبه (kg.ha-14015) در کارکنده مربوط به تاریخ کاشت دوم و در هاشم آباد  بیشترین  عملکرد کل وش پنبه (kg.ha-14122) از تاریخ کاشت سوم  به دست آمد.

    کلید واژگان: پنبه, فنولوژی, درجه روز رشد و مولفه های هواشناسی}
    Saeed Soltani *, HabibOllah Kashiri, Ali Rahemi Karizaki
    Background and objectives

    The increase in global temperature predicted by several climate models has a direct impact on plant growth, yield, and cotton quality. This type of temperature change in agriculture can be produced by planting crops at different dates and growing crops under different temperature and humidity conditions. The objective of this research is to model the evolution of phenology in commercial cotton varieties using meteorological parameters.

    Materials and methods

    To determine the required GDDs of commercial cotton varieties under different planting dates, field experiments were conducted in 2018 in two regions, Hashem-Abad (Gorgan) and Karkandeh (Kordkoy). To estimate the effects of planting date on phenology, field experiments were conducted using a split-plot design with 6 planting dates (15 days apart) as the main plot and 3 cultivars (Golestan, Latif and Sajedi) as subplots with 3 replicates. Data analysis was performed using SAS software and Excel software was used to prepare the graphs.

    Results

    The results showed that the effect of planting date on days required from planting to boll opening was significant at p = 1% in both Karkandeh and Hashem-Abad. Thus, with a delay in planting date, the number of planting days to emergence increased from 7 and 9.1 to 4.6 and 3.1 days in both Karkandeh and Hashemabad, respectively; to the budding stage from 52 and 46 to 29.2 and 23.2 days, respectively; to flowering from 63.3 and 57.9 to 41.9 and 33.3 days, respectively; to flowering from 75 and 63.8 to 58.The results of yield comparison showed that the highest yield of total cotton (4015 kg ha-1) was associated with the second planting date among the employees and in Hashemabad the highest yield of total cotton (4122 kg ha-1) was obtained with the third planting date.

    Conclusion

    The results of this study showed that the GDD required for cotton cultivation was significantly different among the different planting dates.

    Keywords: cotton, phenology, GDD, Meteorological Factor}
  • نبی خلیلی اقدم*، سید جواد طالب زاده
    سابقه و هدف

    پیش بینی فنولوژی، سرعت ظهور برگ(فیلوکرون) و علی الخصوص حداکثر شاخص سطح برگ در هر منطقه با استفاده از مدل های ریاضی در جوامع گیاهی از اهمیت زیادی برخوردار است. بنابراین با توجه به اهمیت پیش بینی فنولوژی، سطح برگ و زمان تا اتمام رشد برگ دو گیاه مهم صنعتی ذرت و آفتابگردان، این تحقیق جهت معرفی و آزمون اعتبار سنجی مدل فنولوژی Phenology MMS در شرایط محیطی بوکان، پیش بینی سرعت ظهور برگ یا فیلوکرون در شرایط تنش کم آبی متوسط و تصحیح ضرایب روابط آلومتریک پیش بینی کننده شاخص سطح برگ ذرت رقم سینگل گراس 704 و آفتابگردان رقم شمشیری به اجرا درآمد.

    مواد و روش ها

    در این تحقیق ابتدا اعتبار مدل Phenology MMS در پیش بینی مراحل نموی و تعداد برگ در ساقه ذرت آفتابگردان با استفاده از داده-های مزرعه ای سنجش شد و سپس با برازش مدل دو تکه ای، به شیوه درون یابی، روز و زمان حرارتی لازم تا پایان رشد برگ و فیلوکرون (درجه روز بر برگ) در دو حالت بدون تنش و تنش متوسط استخراج شدند. سپس با استفاده از روابط آلومتریک بین تعداد برگ و شاخص سطح برگ بهترین مدل آلومتریک برای تخمین شاخص سطح برگ انتخاب شد.

    نتایج

    نتایج نشان داد که مدل بخوبی قادر به پیش بینی مراحل نموی ذرت و آفتابگردان است و روز و ترمال تایم لازم تا هر مرحله خاص نموی را در دو حالت پس از کشت و پس از سبز شدن پیش بینی می کند. نتایج همچنین نشان داد که گیاه ذرت پس از گذراندن 9/782 درجه روز به زمان پایان رشد برگ خود خواهد رسید که این زمان حرارتی دقیقا پس از طی 3/72 روز (در منطقه اجرای تحقیق) پس از سبز شدن کسب خواهد شد. در آفتابگردان نیز گیاه پس از کسب 1/798 درجه یعنی در 14/59 روز پس از سبز شدن به پایان رشد برگ میرسد به بیان ساده تر با گذشت هر 3 و 06/2 روز پس از سبز شدن، یک برگ به تعداد برگهای ذرت و آفتابگردان به ترتیب اضافه خواهد شد. در صورت بروز تنش متوسط، شیب خط رگرسیون تغییرات تعداد برگ در مقابل زمان حرارتی نیز افزایش پیدا کرد و به 0285/0 و 033/0 برگ بر درجه روز به ترتریب در ذرت و آفتابگردان، افزایش پیدا کرد. نتایج پیش بینی سطح برگ با استفاده از دو رابطه توانی و یک رابطه دو تکه ای نیز نشان داد که هر سه مدل از دقت مشابهی در پیش بینی شاخص سطح برگ ذرت و آفتابگردان برخوردار هستند.

    کلید واژگان: تنش, فنولوژی, ظهور برگ, مدل}
    Nabi Khaliliaqdam *, Seyyed Javad Talebzade
    Background and objectives 

    Prediction of development periods of crops by mathematical models, especially, time to growth ending is so important in every area. So, as impotence of prediction of phenology, leaf area and time to leaf growth ending, this research performed to introduce and test of Phenology MMS model in environmental conditions of Boukan, prediction of leaf appearance rate, phyllochron in stress condition of drought and to correct coefficient of allometric equations of predicting of leaf area of Corn (cv. Single cross 704) and Sunflower (cv. Shamshiri).

    Method and Materials

    In this research, Phenology MMS evaluated using field data for corn and sunflower . Then time and thermal time needed to leaf growth ending and phyllochron (degree day per leaf) obtained using segmented model in every stress level. So, the best algometric model selected for describing of relation between leaf area and leaf number.ResultsResults showed that the model predicted development periods of corn and sunfloer well and was capable to estimate day and thermal time needed to every special development period in two state: day after sowing and day after emergence. Also, in corn, results released that time to leaf growth ending will occur after reception of 782.9 degree day which equal to 72.3 day after emergence whereas for sunflower time to leaf growth ending will occur after reception of 798.1 degree day which equal to 59.14 day after emergence. On other hands, a leaf will include to plant 3 and 2.06 day after emergence in corn and sunflower respectively. In medium tension, the slope of regression line of leaf number versus thermal time, increased and reached to 0.0285 and 0.033 leaf per degree day in corn and sunflower respectively. Results of predicting of leaf area using exponential segmented models showed that all of models were good in predicting of leaf area index.

    Conclusion

    As for being acceptable of results of phonological model for prediction of thermal time, leaf number and phyllochron, we advise using of this model in modeling and agronomical studies. So, drought stress can effect on leaf appearance rate and phyllochron value. All of models were good in predicting of leaf area index.ConclusionAs for being acceptable of results of phonological model for prediction of thermal time, leaf number and phyllochron, we advise using of this model in modeling and agronomical studies. So, drought stress can effect on leaf appearance rate and phyllochron value. All of models were good in predicting of leaf area index.

    Keywords: Leaf appearance, Model, phenology, Tension}
  • سمانه محمدی*، ابراهیم زینلی، افشین سلطانی، بنیامین ترابی
    به منظور مدل سازی مراحل رشد و عملکرد لوبیا با استفاده از آمار هواشناسی سطح کشور (دمای حداقل و حداکثر، مقدار تابش و میزان بارندگی) مطالعه ای در دانشگاه علوم کشاورزی و منابع طبیعی گرگان در سال 1395 صورت گرفت. هدف از این مطالعه پارامتریابی و ارزیابی مدل SSM_iCrop2 برای شبیه سازی رشد و عملکرد لوبیای معمولی به منظور بررسی اثرات عوامل آب و هوایی، خاک، مدیریت زراعی و تعیین ضرایب ژنتیکی با استفاده از زیرمدل های مربوط به فنولوژی، تولید و توزیع ماده خشک، روابط آب و تغییرات سطح برگ در شرایط کشور بود. برای برآورد ضرایب و ارزیابی مدل از داده های آزمایش های انجام شده در نقاط مختلف کشور استفاده شد. ابتدا پارامترها برآورد و سپس مدل با استفاده از یک سری داده های مستقل، ارزیابی شد. مقایسه مقادیر شبیه سازی ‎شده و مشاهده ‎شده روز تا رسیدگی در پارامتریابی با RMSE، CV و r به ترتیب برابر با 14 روز، 13 درصد و 76/0 و برای عملکرد دانه به ترتیب 62 گرم در متر مربع، 20درصد و 84/0 درستی پارامترهای مورد استفاده را نشان داد. همچنین مقادیر RMSE، CV و r در ارزیابی مدل برای روز تا رسیدگی به ترتیب برابر با 8 روز، 8 درصد و 74/0 و برای عملکرد دانه به ترتیب 53 گرم در متر مربع، 19 درصد و 77/0، دقت شبیه سازی مدل را تایید نمود. بنابراین، می توان از مدل SSM_iCrop2 به عنوان ابزار مناسبی برای بررسی سیستم های زراعی و تفسیر نتایج در شرایط محیطی و مدیریتی متفاوت در جهت بهبود مدیریت مزارع لوبیا در کشور استفاده نمود.
    کلید واژگان: تبخیر و تعرق, سطح برگ, عملکرد دانه, فنولوژی, لوبیا}
    Samaneh Mohammadi *, Ebrahim Zeinali, Afshin Soltani, Benjamin Torabi
    Introduction
    Common bean (Phaseolus vulgaris L.) with 20-25% protein and 50-56% carbohydrate content, has a crucial role in supplying the required proteins and maintenance of food security of the community. Among the Asian countries, China, Iran, Japan and Turkey are the major producers of common bean. According to the figures provided by the Ministry of Agriculture, cultivation area and production of bean in Iran in 2016 were 114593 ha and 222705 tones, respectively. In recent years, due to the increase in the population and in order to rapidly meet the demand for more food as well as decision making at micro and macro-levels, simulation of crop growth and yield using the models has gained attention due to rapid preparation of the results, lowering the execution costs and the possibility of simulation under various climatic and management conditions. In order to model the growth stages and yield of bean using the figures of Iranian meteorology organization (minimum and maximum temperatures, radiation and rainfall), a study was conducted at Gorgan University of Agricultural Sciences and Natural Resources. The simple SSM_iCrop2 model was used for this study. This model has been tested and proved for a wide range of plant species. This model requires easily available and limited input information. The aim of this study was to parameterize and evaluate the SSM_iCrop2 model for simulation of growth and yield of common bean in order to investigate the effect of climatic, soil and crop management factors as well as determination of genetic coefficients under Iran conditions using the sub-models associated with phenology, dry matter production and distribution and the changes in leaf area.
     
    Materials and Methods
    SSM_iCrop2 model was used as the base of this study. Observed and simulated yield and days to maturity values were compared for parameterization and evaluation of the model. For this purpose, a series of experimental data (data associated with the growth and production of bean and reports from the published and unpublished papers) in major bean cultivation areas of the country were used. First, parameters related to phenology, leaf area, dry matter production, yield formation and water relations were estimated. Then, the model was evaluated using a series of data which were independent from the experimental data used for parameterization. Crop management inputs were also entered according to the experiment reports. For statistical analysis and investigation of model precision in comparison of the data recorded in the previous studies with the data simulated by the model, correlation coefficient (r), root mean square error (RMSE) and coefficient of variation (CV) were calculated and 1:1 diagram was also drawn.
     
    Results and Discussion
    In parameterization of SSM_iCrop2 model for bean, the comparison of observed and simulated days to maturity with RMSE, CV and r values of respectively 14 days, 13 percent and 0.76 and comparison of observed and simulated grain yield with RMSE, CV and r values of 62 g m-2, 20 percent and 0.84 indicated the accuracy of the used parameters. Furthermore, in the evaluation stage, RMSE, CV and r values for days to maturity were 8 days, 8 percent and 0.74 and for grain yield were 53 g m-2, 19 percent and 0.77, respectively, which confirms the precision of the model simulation. The model simulated the evapotranspiration of been in a good manner. The values for RMSE, CV and r for the comparison of the observed and simulated evapotranspiration were 63 mm, 11 percent and 0.85, respectively. Application of SSM_iCrop2 model is simple and acceptably precise simulation is possible with minimal parameters and inputs. This model was able to simulate the growth period and yield of bean cultivars in a good manner despite high variations using thermal unit parameters form sowing to harvest, maximum leaf area and maximum harvest index.
     
    Conclusion
    Growth and yield of bean was successfully simulated using SSM_iCrop2 model using minimal and available parameters despite different growth habits and high phenotypic and genotypic variations among the cultivars. The results of the model evaluation performed using RMSE, r and CV showed that this model is able to simulate maturity time and grain yield of bean sown in various dates under Iran climatic conditions with a high precision. Thus, due to suitable precision of SSM_iCrop2 model in simulation of bean phenology and yield, it may be used as a suitable tool for investigation of crop systems and interpretation of results under various environmental and management conditions for planning and improving the management of bean fields in the country.
    Keywords: Bean, Evapotranspiration, grain yield, Leaf area, Phenology}
  • Forogh Zadeh Omidi, Seyed Keyvan Marashi *
    BACKGROUND
    To alleviate the negative effect of fertilizers, integrated plant nutrient management is an option as it utilizes available organic and inorganic nutrients to build ecologically sound and economically viable farming system. Research has suggested that integrated nutrient management strategies involving chemical fertilizers and bio-fertilizers enhance the sustainability of crop production.
    OBJECTIVES
    Current research was conducted to investigate the effect of urea chemical fertilizer and sugarcane compost on wheat crop production and growth indices.
    METHODS
    This study was done according split plots experiment based on randomized complete block design with three replications. The treatments included different amounts of sugarcane compost at three levels of zero, 15 and 30 t.ha-1 as the main factor and nitrogen fertilizer from the urea source at three levels of 80, 160 and 240 kg.ha-1 pure nitrogen belonged to secondary factor.
    RESULT
    The results showed that the difference between the levels of sugarcane compost on the leaf area index, total dry matter plant and seed yield was significant. The difference between nitrogen fertilizer levels was statistically significant in all measured traits. The interaction effect of nitrogen fertilizer and sugarcane compost on the measured traits was not statistically significant. The highest seed yield in 30 t.ha-1 of sugarcane compost and 240 kg.ha-1 of pure nitrogen was 6446 and 6421 kg.ha-1, respectively, and the lowest seed yield in conditions without sugarcane compost and 80 kg.ha-1 was 5166 and 5304 kg.ha-1, respectively.
    CONCLUSION
    The results of the current study showed that the consumption of sugarcane compost and nitrogen led to an increase in the yield of corn seeds through the improvement of growth characteristics. The highest quantitative yield was obtained under the conditions of application of 30 t.ha-1 of sugarcane compost and 240 kg per hectare of nitrogen fertilizer, which can be considered and suggested by farmers and researchers.
    Keywords: Dry matter, Integrated nutrition management, nitrogen, Phenology, Yield}
  • Azam Jafari *, Abdolamir Rahnama, Shapor Lorzadeh
    BACKGROUND
    Knowing about seed yield and its components plays an important role for being successful in evaluative programs. For optimization of crop production, sowing at the appropriate time to fit the cultivar maturity length and growing season is critical.
    OBJECTIVES
    Current study was done to assess the effect of different planting date and density on seed yield, its components and harvest index of breed Wheat.
    METHODS
    This research was carried out via split plot experiment based on randomized complete blocks design with three replications. The treatments included four planting dates (November 6th and 21st, December 6th and 21st) and different density (300, 400, 500, 600 and 700 seed per square meter).
    RESULT
    According result of analysis of variance effect of planting date, density and interaction effect of treatments on all measured traits (instead number of seed per spikelet) was significant. Delay in planting caused the number of spikes per m2, number of seeds per spike, 1000-seed weight and seed yield from 493.3 spikes, 46.2 seeds, 32.2 grams and 6964 kg.ha-1 on the planting date of 30 November to 493.3 spikes, 40 seeds, 28.5 grams, 4831.6 kg.ha-1 should be reduced on 30 December. Assessment mean comparison result of interaction effect of treatments indicated maximum seed yield (7298.7 kg.ha-1) was noted for 6 Nov. and 500 plant per m2 and lowest one (4235.2 kg.ha-1) belonged to 6 Dec. and 700 plant per m2 treatment.
    CONCLUSION
    Generally based on result of current research planting date in domain sixth until twenty-first of November with density of 500 plants per m2 had the highest crop production and it can advise to farmers under studied region.
    Keywords: Biomass, Phenology, Seed, Spike, Yield}
  • Sowing Date and Hybrid Choice Matters Production of Maize–Maize System
    Ghulam Abbas, Shakeel Ahmad*, Mubshar Hussain, Zartash Fatima, Sajjad Hussain, Pakeeza Iqbal, Mukhtar Ahmed, Muhammad Farooq

    Maize can be sown in spring and fall seasons in Pakistan under maize–maize cropping system. Due to seasonal variability in meteorological parameters, optimization of planting time for maize hybrids is vital to harvest improved productivity in maize-maize system. This study was designed to explore the effect of diverse sowing dates on phenology, growing degree days (GDDs), photo-thermal-units (PTUs) and helio-thermal-units (HTUs), and its impact on radiation-use-efficiency (RUE) and grain yield (GY) in different maize hybrids under maize-maize cropping system. Two-year experiments were conducted to optimize planting dates for hybrids during 2016 and 2017. In spring, three hybrids were sown on Jan 15, Feb 5, Feb 25, Mar 15 and Apr 05. During fall, three hybrids were planted on Jun 15, Jul 05, Jul 25, Aug 15 and Sept 05. Results showed that spring early (Jan 15), while fall late (Jul 25) sowing took more days to complete 50% tasseling, silking and maturity. However, maize sown on Feb 05 and Jul 25 accumulated more GDDs to attain 50% tasseling, silking and maturity. Maize sown on Feb 05 and Jul 25 had more leaf area index (LAI), crop growth rate (CGR), RUE and GY, which was linked with higher accrual of GDDs, PTUs and HTUs. Likewise, hybrids P-33M15 and P-30R50, during spring and fall observed higher values of all above cited traits. Moreover, positive-correlation was witnessed among days taken to complete different phenophases, LAI, CGR and 1000-grain weight, total biomass, GY and RUE. However, higher GY and RUE was obtained in spring than fall. In conclusion, maize sown on Feb 05 and Jul 25 using hybrids P-33M15 and P-30R50, during spring and fall crops, respectively produced more GY and higher RUE due to more accumulation of GDDs, PTUs and HTUs. Thus the spring season seemed more productive than fall season under maize-maize cropping system.

    Keywords: Spring, Fall, Grain yield, Growing degree days, Phenology, Photo-thermal-units, Helio-thermal-units}
  • حسین کمری*، ابراهیم زینلی، افشین سلطانی، فرشید قادری فر

    پنبه مهم ترین منبع الیاف طبیعی در جهان و ایران به شمار می رود. سطح زیر کشت پنبه در ایران حدود 80 هزار هکتار است. هدف از این مطالعه پارامتریابی و ارزیابی مدل SSM-iCrop2 برای گیاه پنبه در مناطق و شرایط محیطی مختلف سطح زیر کشت پنبه در ایران است. جنبه های مختلف رشد و نمو گیاه در مدل SSM-iCrop2 به صورت زیربرنامه هایی شامل نمو فنولوژیک، تغییرات سطح برگ، تولید و توزیع ماده خشک سازماندهی شده اند. زیر برنامه موازنه آب خاک نیز برای شبیه سازی تغییرات آب خاک و تعیین شدت تنش در مدل گنجانده شده است. مدل شبیه سازی را به صورت روزانه انجام می دهد و به اطلاعات مربوط به هوا (دمای حداکثر، دمای حداقل و...)، خاک (آلبیدوی خاک، فاکتور زهکشی و...) و مدیریت زراعی (تاریخ کاشت، تراکم و...) نیاز دارد. جهت پارامتریابی مدل از داده های آزمایشات انجام شده در نقاط مختلف کشور استفاده شد. سپس برای ارزیابی دقت پیش بینی مدل از یک سری دیگر از داده های آزمایشی استفاده گردید. نتایج حاکی از کارایی قابل قبول مدل برای پیش بینی روز تا رسیدگی)5/6 CV=، day4/8 (RMSE= و عملکرد وش) 9/13 CV=، g.m-26/56(RMSE= برای پارامتریابی و عملکرد وش (8/12 CV=، g.m-24/50 (RMSE= برای ارزیابی بود. همچنین، نتایج نشان داد که مقدار RMSE و CV به ترتیب برای شبیه سازی عملکرد (g.m-26/77، 9/12)، تبخیر و تعرق (mm3/150، 16) و مقدار آب مصرفی (mm5/178، 6/19) در مناطق مهم تولید پنبه در ایران بود. این نتایج نشان می دهد که برآورد متغیرهای مختلف توسط مدل از دقت قابل قبولی برخوردار است.

    کلید واژگان: فنولوژی, مدل های گیاهان زراعی, مدل SSM, واسنجی مدل}
    Hossein Kamari *, Ebrahim Zeinali, Afshin Soltani, Farshid Ghaderi Far

    Cotton is the most important fiber crop in Iran and as well as the world. The acreage of cotton is about 80,000 ha in Iran. The present study aims to determine the parameters of the SSM-iCrop2 model and evaluate the ability of the model to simulate cotton growth and yield in different regions and environmental conditions of Iran. Different aspects of crop growth are organized as sub-programs including phenological development, leaf area changes and dry matter production and distribution. Soil water balance sub-program is entered in the model to simulate changes in soil water and determination of stress severity. Simulation by the model is done on a daily basis and requires data related to atmosphere, soil and crop management. The model was tested for Iran conditions. To estimate the coefficients and evaluation of the model, data obtained from experiments conducted in various areas of the country were used. The model was evaluated using independent data following estimation of genetic parameters. The results indicated acceptable efficiency of the model in prediction of daily simulation including days to maturity (RMSE=8.4 day, CV=6.5 %) and seed cotton yield (RMSE=56.6 g/m2 and CV=13.9 %) for parameterization and seed cotton yield (RMSE=50.4 g/m2, CV=12.8 %) for evaluation. Also, the results showed that RMSE and CV values for simulation of yield, Evapotranspiration, and used water were respectively (77.6, 12.9%), (150.3 and 16%) and (178.5 and 19.6%) in major cotton production areas of Iran. These results indicate that estimates for variables are acceptable.

    Keywords: Crop models, Model calibration, phenology, SSM model}
  • Shahram Ashabi, Mohamad Reza Dadnia *
    BACKGROUND
    Copper is an essential plant nutrient that plays an efficient role in chlorophyll development, and protein formation from amino acids and gives rigidity to plant because copper strengthens plant cell wall. In all crops Cu is essential for more than 30 enzymes which acts as redox catalysts like nitrate reductase, cytochrome oxidase or act as dioxygen carrier like heamocynin.
    OBJECTIVES
    The current study was conducted to evaluate the effect of different concentration and stage of foliar application of Copper on growth curves and crop production of Cowpea.
    METHODS
    This research was carried out via factorial experiment based on randomized complete blocks design with three replications along 2017 year. The treatments included different concentration of Copper foliar application (a1: none use of copper or control, a2: 150 gr.ha-1, a3: 300 gr.ha-1, a4: 450 gr.ha-1) and Copper foliar application at different growth stage (b1: apply at vegetative stage, b2: beginning of flowering stage, b3: beginning of pod formation).
    RESULT
    According result of analysis of variance effect of different concentration and growth stage of foliar application of Copper (instead crop growth rate) on all measured traits was significant at 1% probability level but interaction effect of treatments was not significant (instead seed yield). The highest seed yield with an average of 220 gr.m-2 of foliar application of 300 gr.ha-1 of copper in the vegetative and early flowering stage (which was not statistically significant with the treatment of foliar application of 150 gr.ha-1 of copper in the vegetative stage) and The lowest one was obtained from the non-foliar application of copper in the early stage of pod formation at the rate of 160 gr.m-2.
    CONCLUSION
    Generally, due to the positive response of the cowpea to the copper in terms of growth, seed yield and its components, the use of copper fertilizer in fields where the concentration of this element in their soil is less than critical level, consumption of 150 gr.ha-1 of copper foliar application in the vegetative stage in Ahvaz region is recommended.
    Keywords: Dry weight, leaf area, Phenology, Seed yield, Spray}
  • MohammadReza Siahpoosh *, Bahare Tahmasebi, Daryoosh Nabati Ahmadi, Masoud Rahimi
    Introduction

    Sufficient genetic variation is an essential source for having a successful breeding program. Mutation is known to be a high throughput technique to induce genetic variation in plants. Irradiation is the most common method of inducing mutations in plants mutation breeding programs leading to the production of mutants with superior genotypes. Faba bean is a crop whose diversity needs to be improved for breeding programs in Iran. Unfortunately, few researches have been carried out on mutagenesis of faba bean.

    Materials and Methods

    In the present study, the dose response and effects of gamma irradiation have been investigated by exposing the seeds of Vicia fabacv. Saraziri to doses of 25, 35, 45, 55, 100, and 120 Gray (Gy) in the Lab at the college of Agriculture, Shahid Chamran University of Ahvaz in 2013 to 2015. The implementation of the research was under the guidance and in cooperation with the Atomic Energy Organization of Iran. The experiments were assigned as a completed block design with four replications in both laboratory and the field.

    Results and Discussion

    The results of the analysis of the variance indicated that there was no significant difference in germination trait of M0 generation in the seeds at various gamma irradiation doses whereas, germination rate, seedling length, and weight were significantly altered at varied doses (P≤0.05), and further responses of these traits decreased as the dosage increased. Moreover, increasing the irradiation doses caused a delay in flowering, pod setting, and pod ripening period in M2 generation. A linear regression between different characters and gamma doses was detected. Lethal dose, 50% (LD50) for fertility and seed setting, was detected as between 60-65 Gy based on reproductive traits. The principal component analysis revealed information that the first two components within the traits at the different doses were accounted for approximately 71% of the total variance. Using the biplot diagram of the first two components, 320 mutant plants appeared and the superior one within plants was identified as compared to control.

    Conclusion

    This research is reported the optimum dose of gamma irradiation of 50 to 55 Gy to exert mutation induction in Vicia Faba based on the LD50 of vegetative and reproductive phases. The findings of the current work acquired several promising mutants that might be used as beneficial sources to develop new faba bean cultivars.

    Keywords: LD50, Morphology, Mutagenesis, Phenology}
  • بنیامین ترابی*، نجیب الله ابراهیمی، افشین سلطانی، ابراهیم زینلی

    پژوهش حاضر به منظور تخمین پارامترهای مدل SSM_iCrop و ارزیابی کارایی آن در پیش بینی رشدونمو گیاه باقلا در شرایط آب وهوایی گرگان انجام شد. این پژوهش روی گیاه باقلا "رقم برکت" به صورت اسپلت پلات در قالب طرح پایه بلوک های کامل تصادفی در چهار تکرار در مزرعه تحقیقاتی دانشگاه علوم کشاورزی و منابع طبیعی گرگان در سال زراعی 95-1394 انجام شد. فاکتورهای آزمایش شامل تاریخ کاشت (6 آذرماه، 4 دی ماه و 11 بهمن ماه) و تراکم بوته (5، 15، 25 و 35 بوته در مترمربع) بودند. پارامترهای مربوط به مراحل فنولوژی، گسترش و پیرشدن سطح برگ، تولید و توزیع ماده خشک و موازنه آب با استفاده از داده های آزمایش حاضر و دیگران تخمین زده شدند. نتایج ارزیابی مدل نشان داد مدل به خوبی می تواند روز تا گلدهی (8/3RMSE =  و 1/4CV=)، روز تا رسیدگی (9/11RMSE =  و 1/8CV =)، تعداد گره روی ساقه اصلی (7/1RMSE =  و 0/10CV =)، شاخص سطح برگ (8/0RMSE =  و 8/28CV =)، عملکرد بیولوژیک (5/158RMSE =  و 6/21CV =) و عملکرد دانه (6/118RMSE =  و 7/24CV =) را پیش بینی کند. بنابراین می توان از مدل SSM_iCrop برای بررسی وضعیت مدیریت زراعی و تجزیه و تحلیل رشد و عملکرد باقلا در شرایط گرگان استفاده کرد.

    کلید واژگان: سطح برگ, شبیه سازی, عملکرد دانه, فنولوژی, ماده خشک}
    Benjamin Torabi *, Najebullah Ebrahimi, Afshin Soltani, Ebrahim Zeinali

    The present study was conducted to parameterize the SSM_iCrop model and evaluate the prediction of growth and development of faba bean in Gorgan climate condition. This study was carried out on faba bean cv."Barkat" as split-plot in randomized complete block design with four replications at Gorgan University of Agricultural Sciences and Natural Resources in 2015-2016. The experimental factors consisted of planting date (27 November, 25 December and 31 January) and plant density (5, 15, 25 and 35 plants/m2). The parameters of phonological stages, leaf expansion and senescence, production and distribution of dry matter and water balance were estimated using the present data experiment and other data. The results of model evaluation showed that, it can well predict, days to flowering (RMSE = 3.8 and CV =4.1), days to maturity (RMSE = 11.9 and CV= 8.1), node number on main stem (RMSE = 1.7 and CV = 10.0), leaf area index (RMSE =0.8 CV =28.8), biological yield (RMSE = 158.5 and CV =21.6) and seed yield (RMSE = 118.6 and CV = 24.7). Therefore, the SSM_iCrop model can be used to evaluate the agronomic management and analyze the growth and yield of faba bean in Gorgan conditions.

    Keywords: Leaf area, Phenology, simulation, Seed yield, dry matter}
  • ملیحه محمودی، محمدجواد ثقه الاسلامی*، سید غلامرضا موسوی، مژگان ثابت تیموری

    به منظور بررسی ویژگی های فنولوژیک گیاه دارویی مینای بیرجندی یا مستار (Sclerorhachis leptoclada Rech.f) در رویشگاه طبیعی و تعیین دماهای کاردینال جوانه زنی آن، مطالعه ای در سال 97-1396 در یکی از رویشگاه های طبیعی این گیاه در استان خراسان جنوبی واقع در منطقه حفاظت شده آرک و آزمایشگاه تحقیقاتی دانشکده کشاورزی دانشگاه آزاداسلامی واحد بیرجند انجام گردید. برای محاسبه درجه حرارت های کاردینال جوانه زنی، آزمایشی در قالب طرح کاملا تصادفی با 7 تیمار مشتمل بر دماهای 2، 5، 10، 15، 20، 25، 30 درجه سانتی گراد با 4 تکرار به اجرا درآمد. صفات مورد اندازه گیری در این بخش شامل درصد، سرعت و میانگین جوانه زنی، طول و وزن تر ریشه چه و ساقه چه و وزن خشک گیاهچه بود. مطالعه فنولوژیکی گیاه نیز روی 10 بوته علامت گذاری شده در منطقه مذکور صورت پذیرفت. نتایج بررسی اکولوژیک نشان داد که رویشگاه مورد مطالعه به صورت کوهستانی و صخره ای با خاک شنی لومی و دارای اسیدیته 18/8 و میانگین بارش سالانه 150 تا 200 میلیمتر بود. بررسی مراحل فنولوژیک گیاه مستار نیز نشان داد که این گیاه برای طی مراحل رشدی خود به 138 روز و 6/1393درجه روز رشد نیاز دارد. با توجه به نتایج بدست آمده از تجزیه رگرسیونی داده های جوانه زنی بذر، دماهای حداقل، بهینه و حداکثر جوانه زنی مستار به ترتیب 5، 10 و 30 درجه سانتی گراد تعیین شد.

    کلید واژگان: اهلی سازی, فنولوژی, مستار, دمای کاردینال, جوانه زنی}
    M. Mahmoudi, M.J. Seghatoleslami *, Gh.R. Mousavi, M. Sabet Teimouri

    n order to investigate the phenological characteristics of Mastar (Sclorhachis leptoclada Rech.f) in natural habitat and to determine its cardinal germination temperatures, the study was conducted in 2018 in one of its natural habitats in South Khorasan province located in Ark protected area in in Research Laboratory of Islamic Azad University of Birjand. Treatments were seven treatments consisting of temperatures of 2, 5, 10, 15, 20, 25 and 30 °C with four replications in a completely randomized design. Measured traits included germination percentage and rate, average germination time, length and fresh weight of radicle and plumule and dry weight of seedling. Results of ecological study of the habitat showed that the habitat was mountainous and rocky with sandy soil and acidity of 8.18 with an average annual rainfall of 150 to 200 mm. The study of phenological stages of Mastar plant also showed that this plant needs 138 days and 1393.6oC during the growth stages. Regression analysis of seed germination data showed that, minimum, optimal and maximum germination temperatures were determined at 5, 10 and 30 °C, respectively.

    Keywords: Domestication, Phenology, Sclorhachis leptoclada Rech.f, Cardinal temperature, germination rate}
  • Nitrogen Rate and Hybrid Selection Matters Productivity of Maize–Maize Cropping System under Irrigated Arid Environment of Southern Punjab, Pakistan
    Ghulam Abbas, Zartash Fatima, Mubshar Hussain, Sajjad Hussain, Atique-ur-Rehman, Naeem Sarwar, Mukhtar Ahmed & Shakeel Ahmad*

    Maize is sown during spring and autumn seasons in Pakistan; however, studies on inter-seasonal variability on maize productivity, agronomic and nitrogen use efficiencies (NUEs) are limited. Therefore optimization of nitrogen (N) rate and hybrids selection for each season is critical to harvest better yield in maize–maize cropping system. Two independent field experiments were conducted to optimize N rates for different hybrids to improve maize productivity and NUEs in spring and autumn seasons during 2016 and 2017. During spring season, three spring-hybrids (P-33M15, M-DK6525 and S-NK8441) and during autumn season, three autumn-hybrids (P-30R50, M-DK6714 and S-NK6621) were sown under five N levels i.e., 0, 80, 160, 240 and 320 kg ha−1. Maize yield and related traits, and NUEs were improved with each higher level of N application. Highest and lowest grain yield, agronomic and economic NUEs were recorded at 320 kg N ha−1 and without N application, respectively in both seasons. Likewise, highest grain yield and NUEs were observed by spring-hybrid P-33M15 and autumn-hybrid P-30R50, while lowest were obtained by spring hybrid S-NK8441 and autumn hybrid S-NK6621 during both years. Nonetheless, maximum net income and benefit: cost ratio was observed by spring-hybrid P-33M15 and autumn-hybrid P-30R50 at higher N level (320 kg ha−1) and maize cultivation without N was not profitable in both seasons. Maize cultivation with N application at 320 kg ha−1 seemed a viable option to get maximum productivity, economic returns and NUEs of maize–maize cropping system in irrigated arid environment of southern Punjab, Pakistan and might be for other areas having similar environmental conditions.

    Keywords: Phenology, Spring season, Autumn season, Grain yieldNitrogen use efficiency}
  • خسرو عزیزی، علی رضا دارایی مفرد*، بهروز نصیری، محمد فیضیان
    آزمایش مزرعه ای، بر اساس سناریوهای استاندارد مورد تایید IPCC (A1B، A2، B1) توسط مدل گردش عمومی جو (HadCM3) با استفاده از مدل ریز مقیاس (LARS-WG) با هدف بررسی اثر تغییر اقلیم بر پاسخ مراحل فنولوژیک گیاهان سه کربنه، در مزرعه تحقیقاتی دانشکده کشاورزی دانشگاه لرستان در دو سال زراعی 93 و 94 در یک مکان با تیمار اجزاء مکمل مخلوط ماشک برگ درشت و جو در 5 سطح، علف هرز در چهار سطح و کمپوست نیز در چهار سطح با آزمایش فاکتوریل 5×4 در قالب طرح بلوک های کامل تصادفی برای سال هدف 2055 میلادی (1445 شمسی) به صورت دیم اجراء شد. پارامترهای اقلیمی دما، بارندگی و تابش روزانه در دوره زمانی مورد مطالعه با استفاده از مدل LARS-WG شبیه سازی شدند. نتایج نشان داد که کاهش طول دوره رشد و عدم برخورد با دماهای فوق مطلوب و فرار از تنش های خشکی آخر فصل به علت منطبق بودن دوره رشد با فصل رشد، کاهش ریسک مخاطرات محیطی در سال های آتی را سبب شده و پایداری عملکرد نیز حاصل می گردد. بنابراین با وجود کاهش احتمالی تبخیر و تعرق گیاهان مرجع، شرایط زراعی آینده در خرم آباد به منظور تولید علوفه ارگانیک و کنترل بیولوژیک علف های هرز تحت اثر تغییرات اقلیمی، حاکی از میسر بودن امکان کشت بوده و اثرات منفی تغییر اقلیم بر تولید محصول کاسته می شود.
    کلید واژگان: پایداری عملکرد, تبخیر و تعرق, فنولوژی}
    Khosro Azizi, Ali Reza Daraeimofrad *, Behrouz Nasiri, Mohammad Feizian
    The experiment, is based on the standard scenarios, loaders case IPCC (B1, A2, A1B) by general circulation model (HadCM3) with the use of fine scale model (LARS-WG) with the aim to evaluate the effect of climate change on the phonological stages answer C3 plants, in research farm of agricultural college of Lorestan University in cropping years 2014-15 and 2015-16 With, in two consecutive years and rain fed conditions was conducted in one place. Complementary components of intercropping of broad leaf vetch and barley in 5 levels, weeds and compost as well as four levels, respectively. in 4×5 factorial experiment with in a randomized complete block design was used for the target year 2055 AD (1445 Shamsi) in dry land conditions. Climatic factors as temperature, precipitation and daily radiation in period of study with simulation used LARS-WG modeling. Thus, min and max temperature oscillation in the future desirable for growth of C3 plants (broad leaf vetch and barley). Also, average precipitation is slightly more and will reduce the length of the period of growth and failure to deal with the above optimal temperatures and drought stress and escape from the end of the season due to being the period in accordance with growing season, reduce the risk of environmental hazards in the upcoming years due to performance and stability have been achieved fitted.
    Keywords: Yield Stability, Evapotranspiration, Phenology}
  • علی راحمی کاریزکی*، هادی رضایی، عبداللطیف قلی زاده، علی نخ زری مقدم، معصومه نعیمی

    یکی از جنبه های بسیار مهم در به نژادی گندم، ثبات و پایداری ارقام تحت شرایط مختلف محیطی است. به همین منظور جهت بررسی واکنش ارقام گندم دیم در دو منطقه نیمه خشک (مزرعه تحقیقاتی دانشگاه گنبد کاووس) و نیمه مرطوب (مزرعه ای در گرگان) در قالب طرح بلوک های کامل تصادفی با 4 تکرار و با 7 رقم گندم دیم (آفتاب، آذر 2، سرداری، قابوس، کریم، کوهدشت و لاین 17) در سال زراعی 96-1395 اجرا شد. در این آزمایش صفات فنولوژیکی (روز از کاشت تا گرده افشانی، روز از کاشت تا رسیدگی، طول دوره پر شدن، سرعت دوره پر شدن)، حداکثر شاخص سطح برگ، عملکرد و اجزای عملکرد (تعداد پنجه در متر مربع، دانه در سنبله، سنبلچه در سنبله، دانه در متر مربع، میانگین وزن دانه، عملکرد دانه، عملکرد بیولوژیک و شاخص برداشت) ارقام در دو منطقه مورد ارزیابی قرار گرفت. نتایج تحقیق نشان داد که در هر یک از مناطق گنبد و گرگان ارقام متفاوتی به عملکرد دانه بالا دست یافتند. به نحوی که در منطقه گنبد لاین 17 با 375 گرم در متر مربع و در منطقه گرگان رقم کوهدشت با 546 گرم در متر مربع از بالاترین عملکرد برخوردار بودند. در منطقه گرگان رقم کریم با 191 روز و در منطقه گنبد لاین 17 با 174 روز، زمان کمتری برای سپری نمودن از کاشت تا رسیدگی به ثبت رساندند. بنابراین با توجه به نتایج می توان بیان داشت که رقم کوهدشت در گرگان و لاین 17 در گنبد نسبت به سایر ارقام از برتری قابل ملاحظه ای برخوردار بودند.

    کلید واژگان: عملکرد و اجزای عملکرد, فنولوژی, گندم, مورفولوژی}
    A. Rahemi karizaki*, H. Rezaei, A. Gholizadeh, A. Nakhzari Moghadam, M. Naeeimi
    Introduction

    Wheat (Triticum aestivum L.) is one of the world's largest cultivated plants and one of the most important aspects in wheat breeding is the stability of cultivars under various environmental conditions. The stability of a product is, in fact, its ability to survive in a particular environment. In other words, a plant must be able to tolerate cold, heat, shortage or excess water, changes in the length of the day, the intensity of light, and a wide range of chemical and physical conditions of the soil.
     

    Materials and Methods

    In order to study the response of rainfed wheat cultivars in semi-arid and semi-humid regions of Golestan province, an experiment was conducted at the research farm of Gonbad Kavous University (semi-arid area) and a field in Gorgan (semi-humid area) based on the randomized complete block design with four replications and with seven wheat cultivars (Aftab, Azar 2, Sardari, Qaboos, Karim, Koohdasht and Line 17) in 2015-2016. In this experiment, the phenological traits (days from planting to anthesis, physiological maturity), morphological traits (grain filling period, grain filling rate, maximum leaf area index), yield and yield components (number of tillers per square meter, grain per spike, spikelet per spike, grain per square meter, mean grain weight, grain yield, biological yield and harvest index) of cultivars were evaluated in two regions. To compare the means, LSD test was used at the 5% probability level. All analytical steps were performed in SAS software version 9.4.
     

    Results and Discussion

    The results of analysis of variance showed that the effect of cultivar in Gonbad and Gorgan regions on all traits except grain filling rate in Gorgan and number of tillers per m2 in Gonbad-Kavous was significant at 1% and 5% levels. The average period of examination in Gonbad-Kavous was 178 days and in Gorgan 195 days after planting. In Gonbad-Kavous, Sardari cultivar (33 days) had the highest and Line 17 (27 days) had the least grain filling period. But in Gorgan, the Qaboos cultivar (41 days) was the highest and the Koohdasht cultivar (38 days) had the least grain filling period. The results also showed that there was a significant difference between the cultivars in both locations in terms of grain filling rate. In Gonbad-Kavous, Azar 2 had the lowest grain filling rate (5.8 g.day.m-2), and Line 17 had the highest grain filling rate (14.2 g.day.m-2). But in Gorgan, Sardari cultivar had the lowest (5.5 g.day.m-2) and Koohdasht cultivar had the highest (14.37 g.day.m-2) grain filling rate. Correlation coefficient between grain filling period and grain yield (r= 0.359**) and grain yield and grain filling rate (r= 0.847**) were positive and significant. Grain yield and harvest index were higher in Gorgan than Gonbad-Kavous. In Gonbad-Kavous, there was no significant difference between grain yield per unit area, biological yield per unit area and harvest index in most of the cultivars. In Gorgan, there was a significant difference between cultivars for grain yield, but there was no significant difference between biological yield and harvest index among more cultivars. In Gorgan, Koohdasht and Sardari cultivars had the highest and lowest grain yield per unit area (564.2 and 218.3 g.m-2) and harvest index (50.32 and 32.2%) respectively. There was a significant correlation between grain yield and harvest index (r= 0.907**) and biological yield (r= 0.665**) in the level of 1%.

    Conclusions

    In general, due to the fact that other than cultivars Sardari and Azar 2, which are special for cold regions, other cultivars are compatible with tropical and semi-arid conditions. According to the climatic conditions (rainfall and temperature), two regions of Gorgan and Gonbad-Kavous were observed during the experimental period which were more in line with the tropical conditions. In most traits, there was a slight difference between the cultivars. Different cultivars achieved high grain yield in Gonbad and Gorgan. In Gorgan region, Koohdasht cultivar had a shorter time from planting to maturity and this cultivar had higher grain yield. In Gonbad Kavoos region, although the Qaboos cultivar had no superiority in most traits than other cultivars, it had the highest yield and shorter time from planting to maturity and harvest.

    Keywords: Morphology, Phenology, Wheat, Yield, yield components}
  • Measured Phenology Response of Unchanged Crop Varieties to Long-Term Historical Climate Change
    Dingrong Wu, Peijuan Wang, Chaoyang Jiang, Jianying Yang, Zhiguo Huo, Qiang Yu*

    Understanding how crop phenology responds to historical climate change is a prerequisite for evaluating crop phenology and future yield responses. Most phenology response investigations are based on the phenology observed under circumstances of varieties changing over time, which then necessitates disentangling the role of climate change from the effect of changing varieties using various models. However, results from such studies are limited by the uncertainties caused by model mechanisms and assumptions and parameter calibration and validation. In this study, phenology observations were made for varieties of winter wheat (Triticum aestivum L.), rice (Oryza sativa L.), and spring maize (Zea mays L.) at 11 agro-meteorological observation sites in north China. The varieties observed for each species did not change over a period of at least 15 years. The observations were used to investigate the measured phenology response to climate. Dates of major wheat phenology stages tended to occur earlier due to warming, but the trend in rice and spring maize was not clear. Growth duration was shortened during the vegetative period of winter wheat, but was prolonged during vegetative period of rice and in the reproductive period of winter wheat and rice. Growing degree days (GDD) were generally increased for both vegetative and reproductive periods for all crops except during the vegetative period for winter wheat. We found that most trends in date of phenology stages, duration of growth phases, and GDD were similar to previous reports in which the varieties observed did not remain constant. This indicates that previous reports are likely to have overestimated the effect of cultivar shifting on crop phenology and underestimated the role of climate. Based on our results, growth duration under future warmer conditions may be longer than previously simulated, and hence yield may also be higher than previously estimated.

    Keywords: Climate change, Phenology, Temperature sensitivity, Unchanged variety, Field observation}
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