کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4375840 1617456 2014 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Modeling the 3D structure and rhythmic growth responses to environment in dioecious yerba-mate
موضوعات مرتبط
علوم زیستی و بیوفناوری علوم کشاورزی و بیولوژیک بوم شناسی، تکامل، رفتار و سامانه شناسی
پیش نمایش صفحه اول مقاله
Modeling the 3D structure and rhythmic growth responses to environment in dioecious yerba-mate
چکیده انگلیسی


• One species oriented model of yerba-mate growth in two environments was built.
• Artificial neural network, randomized functions and cubic spline methods were used.
• Biomass was calculated based on 3D reconstructions, wood and leaf dry mass indices.
• Virtual yerba-mate females are more sensitive than males to simulated stresses.

Environmental factors, as incident light, temperature and night/day length mainly determine the dynamics of growth and development of dioecious yerba-mate. The complex interactions among these factors and growth responses highlight the need for growth model, which describes plant modifications under natural and stress conditions, accounting for the growth unit formations in male and female individuals. The rhythmic growth of yerba-mate considers the existence of two annual growth flushes, (spring and autumn) and two annual growth pauses (summer and winter). We developed an individual-based ecological model (InterpolMateS1) that incorporates some aspects of growth and development of yerba-mate referent to two cultivation environments – monoculture and forest understory. The environmental time series, together with plant morphological time series and information about periods of rhythmic growth and respective growth pauses, were used for artificial neural network (ANN) training. The back-propagation algorithm was implemented to refine the weights generated in ANN from the monthly organized input and to adjust using expected output morphological data sets. The probability of meristem ability to continue the growth in the next growth unit and to preserve the leaf in each internode along the axes of 1st–3rd branching order was calculated and implemented into the model. The cubic splines interpolation was more accurate to define the growth parameters curves of yerba-mate. The InterpolMateS1 was daily-step programmed to calculate the growth of yerba-mate for biennial period between two subsequent prunings. The software was tested to simulate the reduction in growth and biomass production when long-term stress conditions were applied. Virtual females were found to be more sensitive to changes of environmental conditions than males, when low water availability and low temperatures occurred during spring and autumn growth flushes.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Ecological Modelling - Volume 290, 24 October 2014, Pages 34–44
نویسندگان
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