26 research outputs found

    Spring wheat yield prediction with empirical regression models using different biomass parameters

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    Transition to smart agriculture demands tools for non-invasive monitoring of cultivated plants biomass. One of the most widespread and informative biomass indicators is leaf area index (LAI). LICOR 2200C has become de facto standard in modern ecological research for non-invasive LAI estimation. In this paper, on the example of spring wheat crops of the RSAU-MTAA experimental field, the efficiency of yield and biomass parameters prediction using data from AccuPAR LP-80 and LI-COR LAI 2200C was compared. LAI data from both devices obtained at different phenological phases of spring wheat were used as predictor for spring wheat yield models. Comparing the generated models show superiority of AccuPAR LP-80 in yield prediction while LI-COR LAI 2200C shown better result in overall biomass prediction

    Martingale decompositions in UMD Banach spaces

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    In this talk we present the Meyer-Yoeurp decomposition for UMD Banach space-valued martingales. Namely, we prove that XX is a UMD Banach space if and only if for any fixed p∈(1,∞)p\in (1,\infty), any XX-valued martingale MM has a unique decomposition M=Md+McM = M^d + M^c such that MdM^d is a purely discontinuous martingale, McM^c is a continuous martingale, M0c=0M^c_0=0, and E∥M∞d∥p+E∥M∞c∥p≤cpE∥M∞∥p\mathbb E \|M^d_{\infty}\|^p + \mathbb E \|M^c_{\infty}\|^p\leq c_p \mathbb E \|M_{\infty}\|^p. An analogous assertion is shown for the Yoeurp decomposition of a purely discontinuous martingale into a sum of a quasi-left continuous martingale and a martingale with accessible jumps. Meyer-Yoeurp and Yoeurp decompositions play a significant role in stochastic integration theory for càdlàg martingales, For instance one can show sharp estimates for an LpL^p-norm of an LqL^q-valued stochastic integral with respect to a general local martingale. An important tool for obtaining these estimates are the recently proven Burkholder-Rosenthal-type inequalities for discrete LqL^q-valued martingales. This talk is partially based on joint work with Sjoerd Dirksen (RWTH Aachen University).Non UBCUnreviewedAuthor affiliation: Delft University of TechnologyGraduat

    On the martingale decompositions of Gundy, Meyer, and Yoeurp in infinite dimensions

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