Table 4.
Prediction statistics when applying two near-infrared reflectance spectroscopy calibration models developed for crude protein content (CP, in%) in young cowpea leaves to different sets of cowpea and lablab (Magesa 2006; grown both under greenhouse conditions and outdoors in Göttingen, Germany), leaf samples independent from the calibration sets
Initial model | New model | ||||
---|---|---|---|---|---|
Sample sets | N | R 2 | Global-H | R 2 | Global-H |
Africa | |||||
Malawi: field trial (Malidadi 2006) | 126 | n.a. | 8.69 | n.a. | 4.63 |
Selected samples for reference analysis | 20 | 0.94 | 8.21 | 0.95 | 4.52 |
Tanzania: Dodoma (Kabululu 2008) | 473 | n.a. | 8.05 | n.a. | 4.29 |
On-farm, used for reference analysis | 79 | 0.19 | 10.54 | 0.13 | 5.73 |
On-station, used for reference analysis | 41 | 0.43 | 7.69 | 0.57 | 4.08 |
Samples from five different leaf harvests | 38 | n.a. | n.a. | 0.85 | 1.56 |
Uganda: Serere (Okonya 2009) | 42 | n.a. | n.a. | 0.88 | 0.69 |
Samples selected for spectral variability | 20 | n.a. | n.a. | 0.87 | 0.73 |
Selected for experimental settings' diversity | 22 | n.a. | n.a. | 0.88 | 0.07 |
Germany: Goettingen (Magesa 2006) | |||||
Freeze-dried1 | 61 | 0.77 | 8.25 | 0.74 | 3.35 |
Oven-dried1 | 117 | 0.29 | 5.97 | 0.33 | 3.25 |
Sun-dried1 | 14 | 0.98 | 4.48 | 0.97 | 1.95 |
N, number of samples; R2, determination coefficient of calibration; Global-H, global-H value, where H is the Mahalanobis distance; n.a., not available (the calibration models were not applied to the respective sets with no data available).
Freeze-, oven-, and sun-dried samples included 61, 48, and 7 lablab leaf samples, respectively.