This content is not included in
your SAE MOBILUS subscription, or you are not logged in.
Modeling Plant Canopy Photosynthetic Capacity: A Comparison of Non-Linear, Parametric and Non-Parametric Approaches
Technical Paper
2000-01-2293
ISSN: 0148-7191, e-ISSN: 2688-3627
Annotation ability available
Sector:
Language:
English
Abstract
A number of curve fitting methods were evaluated for their applicability in modeling plant canopy photosynthetic dynamics. Non-Parametric and Non-Linear models were applied to long term dynamics in photosynthesis and response surfaces relating photosynthesis to crop age and light intensity. All models performed well, but computational details in the non-linear least squares algorithm made the simpler, non-parametric model forms more attractive. Applications of these modeling techniques are addressed in the context biomass production research and in the assessment of air revitalization capacity for bioregenerative life support. These techniques are especially useful in the modeling of crops exhibiting complicated growth profiles.
Recommended Content
Technical Paper | Physiological Aspects of Integrated Crop Production in Advanced Life Support Systems |
Ground Vehicle Standard | VHDL-AMS Statistical Analysis Packages |
Technical Paper | A Lamp-Lit Image Rendering of Automotive Rear Lamp Using Spectral-Based Ray Tracing Method |
Authors
Citation
Cloutier, G. and Dixon, M., "Modeling Plant Canopy Photosynthetic Capacity: A Comparison of Non-Linear, Parametric and Non-Parametric Approaches," SAE Technical Paper 2000-01-2293, 2000, https://doi.org/10.4271/2000-01-2293.Also In
References
- Atkinson, A.C. 1997 Plots, Transforms and Regression: An Introduction to Graphical Methods of Diagnostic Regression Analysis. Toronto Oxford Science Publications
- Causton, D.R. 1991 Plant Growth Analysis: The Variability of Relative Growth Rate within a Sample Ann. Bot 67 137 144
- Cleveland, W.S., Devlin, S.J. 1988 Locally-Weighted Regression: An Approach to Regression Analysis by Local Fitting Journal of the American Statistical Association 83 829 836
- Cleveland, W.S. 1979 Robust Locally Weighted Regression and Smoothing Scatterplots Journal of the American Statistical Association 74 596 610
- Cloutier, G.R., Stasiak, M.A. Cote, R., Dixon, M.A Arnold, K.E. 1998 Physiological Aspects of Integrated Crop Production in Advanced Life Support Systems SAE International Conference on Environmental Systems, Danvers, Mass. Paper 981561
- Data Analysis Products 1999 S-Plus 2000 Guide to Statistic, I a division of Math Soft Inc. Seattle.
- Draper, N.R. Smith, H. 1998 Applied Regression Analysis Toronto John Wiley & Sons Inc.
- Dutton, R., Jiao, J., Tsujita, J., M., Grodzinski, B. 1988 Whole Plant CO2 Exchange Measurement for Nondestructive Estimation of Growth Plant Physiol 86 355 358
- Hastie, T.J., Tibshirani R.J. 1990 Generalized Additive Models. New York Chapman and Hall
- Hunt, R. 1979 Plant Growth Analysis: The Rationale Behind the Use of the Fitted Mathematical Function Ann. Bot 43 245 249
- Hunt R. 1982 Plant Growth Curves. The Functional Approach to Plant Growth Analysis London Edward Arnold
- Iqbal, R.M., Rao, A., Rasul, E., Wahid, A. 1996 Mathematical Models and Response Functions in Photosynthesis An Exponential Model in Handbook of Photosynthesis, Pessaraki M. Marcel Dekker, Inc. New York.
- Lasseur, C., Dixon, M.A., Dubertret, G., Dussap, C.G., Francesco, G., Gros, J.B. 2000 MELiSSA: 10 Years of Research, Results, Status and Perspectives SAE Technical Paper 00ICES-350
- Leger C., Politis, D.N., Romano, J.P. 1992 Bootstrap Technology and Applications Technometrics 34 378 398
- Shipley, B., Hunt, R., 1996 Regression Smoothers for Estimating Parameters of Growth Analyses Ann. Bot 78 569 576