Mathematical-Statistical Problem that Has a Significant Implication on Estimation of Interval-Specific Rates of Soil-Forming Processes
Abstract
Mathematical-statistical problem on estimation of soil-forming processes. This paper raises a mathematical-statistical problem that finally can be found in any chronosequence of a specific Quaternary-based process (e.g. soil mass, clay content accumulation). The problem arises when interval-specific rates of a component f(t) are intended by dividing the stock by the given age t. The procedure implies that only an average specific rate is calculated in a linear form, for example when soil organic carbon often tends to an asymptotic end-value. For any other parameters (e.g. sedimentation rates, soil horizons thickness), the same holds true. The mathematical-statistical problem arises if the rates are derived using a linear calculation (individual stocks, f(t) divided by time, t) and then plotted as a function of time, in circumstances where there is no correlation between t and the components f(t). To illustrate this problem, we used a random generator function where the plot t versus f(t) are not correlated. We also give examples of the chronosequence approaches of soil organic carbon and soil mass, where, at a given point, the real specific rate corresponds to the slope (first derivative) of the obtained non-linear regression function. The random generator function for the plot t versus f(t) showed no significant relationship (R-2 = 0.0), but f(t)t(-1) and t showed highly significant correlation (R-2 = 0.62). The error in calculating the component rate by dividing by time instead of using the derivative function when the processes are not linear ranged between 22% and > 500%. We conclude that non-independent variables plotted in a chronosequence can infer correlations even when they might not exist. Carefully observation is needed on the dataset when the time is involved, particularly in Quaternary-based studies, since the mass component not necessarily is related with time. Avoid in calculating the change of the mass component simply dividing by time, because an over- or under-estimation from real rate (obtained by derivative function) occurs when the process under study is not linear.
Más información
Título según WOS: | Mathematical-Statistical Problem that Has a Significant Implication on Estimation of Interval-Specific Rates of Soil-Forming Processes |
Título según SCOPUS: | Mathematical–Statistical Problem that Has a Significant Implication on Estimation of Interval-Specific Rates of Soil-Forming Processes |
Título de la Revista: | JOURNAL OF SOIL SCIENCE AND PLANT NUTRITION |
Volumen: | 20 |
Número: | 1 |
Editorial: | SPRINGER INT PUBL AG |
Fecha de publicación: | 2020 |
Página de inicio: | 12 |
Página final: | 18 |
Idioma: | English |
DOI: |
10.1007/s42729-019-00095-y |
Notas: | ISI, SCOPUS |