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Title: Hyperspectral Leaf Reflectance as Proxy for Photosynthetic Capacities: An Ensemble Approach Based on Multiple Machine Learning Algorithms

Journal Article · · Frontiers in Plant Science

Not Available

Research Organization:
Univ. of Illinois at Urbana-Champaign, IL (United States)
Sponsoring Organization:
USDOE Advanced Research Projects Agency - Energy (ARPA-E)
Grant/Contract Number:
AR0000598
OSTI ID:
1524099
Journal Information:
Frontiers in Plant Science, Journal Name: Frontiers in Plant Science Vol. 10; ISSN 1664-462X
Publisher:
Frontiers Media SACopyright Statement
Country of Publication:
Switzerland
Language:
English

References (76)

For most large underdetermined systems of linear equations the minimal 𝓁1‐norm solution is also the sparsest solution journal January 2006
Generating ensembles of heterogeneous classifiers using Stacked Generalization: Generating ensembles of heterogeneous classifiers
  • Sesmero, M. Paz; Ledezma, Agapito I.; Sanchis, Araceli
  • Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Vol. 5, Issue 1 https://doi.org/10.1002/widm.1143
journal January 2015
The Elements of Statistical Learning book January 2009
An Introduction to Statistical Learning book January 2013
Stacked regressions journal July 1996
A biochemical model of photosynthetic CO2 assimilation in leaves of C3 species journal June 1980
Support-vector networks journal September 1995
Recent advances in sensing plant diseases for precision crop protection journal March 2012
Using leaf optical properties to detect ozone effects on foliar biochemistry journal May 2013
Partial least-squares regression: a tutorial journal January 1986
Regression and ANN models for estimating minimum value of machining performance journal April 2012
Improving carbon fixation pathways journal August 2012
Early detection and classification of plant diseases with Support Vector Machines based on hyperspectral reflectance journal October 2010
Hyperspectral image analysis for water stress detection of apple trees journal July 2011
What is the maximum efficiency with which photosynthesis can convert solar energy into biomass? journal April 2008
Imaging plants dynamics in heterogenic environments journal April 2012
Improving yield by exploiting mechanisms underlying natural variation of photosynthesis journal April 2012
Estimation of thermophysical properties of dimethyl ether as a commercial refrigerant based on artificial neural networks journal December 2010
Support vector machines in remote sensing: A review journal May 2011
Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval journal December 2013
Detection of early plant stress responses in hyperspectral images journal July 2014
Geographic stacking: Decision fusion to increase global land cover map accuracy journal May 2015
Machine Learning Techniques for Predicting Crop Photosynthetic Capacity from Leaf Reflectance Spectra journal June 2017
Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3 journal March 2012
Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy journal September 2015
Consistent land surface temperature data generation from irregularly spaced Landsat imagery journal October 2016
Mapping forest change using stacked generalization: An ensemble approach journal January 2018
PhotoSpec: A new instrument to measure spatially distributed red and far-red Solar-Induced Chlorophyll Fluorescence journal October 2018
High-throughput field phenotyping using hyperspectral reflectance and partial least squares regression (PLSR) reveals genetic modifications to photosynthetic capacity journal September 2019
Applying hyperspectral imaging to explore natural plant diversity towards improving salt stress tolerance journal February 2017
Novel throughput phenotyping platforms in plant genetic studies journal October 2007
Natural genetic variation in plant photosynthesis journal June 2011
Phenomics – technologies to relieve the phenotyping bottleneck journal December 2011
PLS-regression: a basic tool of chemometrics journal October 2001
Stacked generalization journal January 1992
Random Forests journal January 2001
Support Vector Machines for classification and regression journal January 2010
In vivo temperature response functions of parameters required to model RuBP-limited photosynthesis journal September 2003
Hyperspectral remote sensing of foliar nitrogen content journal December 2012
Ten principles for a landscape approach to reconciling agriculture, conservation, and other competing land uses journal May 2013
Remote sensing of canopy chemistry journal January 2013
Redesigning photosynthesis to sustainably meet global food and bioenergy demand journal June 2015
The Spatial LASSO With Applications to Unmixing Hyperspectral Biomedical Images journal October 2015
Review article: Attributes of neural networks for extracting continuous vegetation variables from optical and radar measurements journal January 1998
Relationships between hyperspectral data and components of vegetation biomass in Low Arctic tundra communities at Ivotuk, Alaska journal January 2017
Satellite remote sensing of grasslands: from observation to management journal February 2016
Gas exchange measurements, what can they tell us about the underlying limitations to photosynthesis? Procedures and sources of error journal September 2003
Raising yield potential of wheat. II. Increasing photosynthetic capacity and efficiency journal October 2010
Leaf optical properties reflect variation in photosynthetic metabolism and its sensitivity to temperature journal October 2011
Multigene manipulation of photosynthetic carbon assimilation increases CO2 fixation and biomass yield in tobacco journal May 2015
Plant phenomics and the need for physiological phenotyping across scales to narrow the genotype-to-phenotype knowledge gap journal July 2015
Hyperspectral reflectance as a tool to measure biochemical and physiological traits in wheat journal December 2017
Hyperspectral Imaging Techniques for Rapid Identification of Arabidopsis Mutants with Altered Leaf Pigment Status journal April 2012
High-Throughput Phenotyping of Maize Leaf Physiological and Biochemical Traits Using Hyperspectral Reflectance journal November 2016
Reduction of Ribulose-1,5-Bisphosphate Carboxylase/Oxygenase Content by Antisense RNA Reduces Photosynthesis in Transgenic Tobacco Plants journal January 1992
A general regression neural network journal January 1991
Artificial Neural Network for Classification and Analysis of Degraded Soils journal March 2017
Group Lasso-Based Band Selection for Hyperspectral Image Classification journal December 2017
Improved temperature response functions for models of Rubisco-limited photosynthesis journal February 2001
Can improvement in photosynthesis increase crop yields? journal March 2006
Fitting photosynthetic carbon dioxide response curves for C 3 leaves journal September 2007
Temperature response of carbon isotope discrimination and mesophyll conductance in tobacco: Temperature response of mesophyll conductance journal September 2012
High-throughput Phenotyping and Genomic Selection: The Frontiers of Crop Breeding ConvergeF: High-throughput Phenotyping and Genomic Selection journal May 2012
Regression Shrinkage and Selection Via the Lasso journal January 1996
What gas exchange data can tell us about photosynthesis: Gas exchange data and photosynthesis journal December 2015
Breeding Technologies to Increase Crop Production in a Changing World journal February 2010
With ‘Phenomics,’ Plant Scientists Hope to Shift Breeding Into Overdrive journal July 2009
Precipitation Estimation from Remotely Sensed Imagery Using an Artificial Neural Network Cloud Classification System journal December 2004
Least angle regression journal April 2004
Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers book January 2011
Regularization Paths for Generalized Linear Models via Coordinate Descent journal January 2010
Image-based phenotyping of plant disease symptoms journal January 2015
Proximal Remote Sensing Buggies and Potential Applications for Field-Based Phenotyping journal July 2014
A Review of Imaging Techniques for Plant Phenotyping journal October 2014
FluoSpec 2—An Automated Field Spectroscopy System to Monitor Canopy Solar-Induced Fluorescence journal June 2018
High-Throughput SNP Genotyping to Accelerate Crop Improvement journal September 2014