Consistent Variability: An Oxymoron or a Requirement for Precision Farming– (Bob Nielsen)
- Patterns of yield variability that are consistent over time are easier to manage than inconsistent patterns.
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Variable: adj: 1 a: able or apt to vary: subject to variation or changes b: fickle, inconstant 2: characterized by variations. (Merriam Webster’s Collegiate Dictionary [10th ed.])
The topic for discussion at the weekly gathering of the Precision Farmers Coffee Club (PFCC) uptown at the Lantern Café this past Friday had to do with the frustrations that some of the members were having regarding yield maps that seemed to be illustrating different patterns of yield variability from year to year in the same field. Some have been mapping yield for some time now, but the low-yielding spots and high-yielding spots have not been occurring in the same spots every year.
Needless to say, this inconsistent pattern of yield variability throughout a field puts a damper on the use of such information to plan future management strategies. The upshot of the PFCC discussion at the Lantern Café was that yield variability in a field needs to be consistent from year to year in order for precision farming strategies to be developed to address that variability. But, the term “consistent variability” seems to be an oxymoron. What gives?
A couple of articles were published in agricultural research journals in recent years that support the observations of these early adopters of yield monitoring technology. Research led by John Lamb <jlamb@soils.umn.edu> at the University of Minnesota (Lamb, et al. 1997. Spatial and Temporal Stability of Corn Grain Yields. J. Prod. Ag. 10:410-414) supports the notion that spatial (field position) variability in corn grain yield is not consistent from year to year. Yields within a 4.4 acre research area varied considerably each year of a 5-year study (high - low differences ranged from 44 to 72 bushels per acre during the five years), but were not spatially consistent from year to year. What this means is that historical yield data from a particular spot in the field could not predict future yields in that same spot very reliably.
Another recently reported study (Eghball & Varvel. 1997. Fractal Analysis of Temporal Yield Variability of Crop Sequences: Implications for Site-Specific Management. Agron. J. 89:851-855) offered similar evidence that temporal variability (variability over time) in yields of several crops was more important than spatial variability. The data for their analyses were generated from a long-term cropping systems study involving seven crop rotations evaluated during the years 1975 - 1995 in eastern Nebraska.
Eghball <beghball@unlinfo.unl.edu> and Varvel stated “In this study, which included cropping systems, spatial variability was not reflected in grain yields, because temporal variability was the overriding factor. Spatial differences across blocks [of the study] had little effect on variability of grain yield.” The authors conclude by stating “It may also imply that, under rainfed conditions, site-specific management practices are likely to produce highly variable results from year to year, which would still cause problems for interpretation of yield maps.”
Bottom Line: If you are frustrated with the inconsistent variability demonstrated by multiple-year yield maps, there is good reason. What the guys uptown at the Lantern Café are experiencing is the result of weather (climate) patterns interacting with other yield limiting factors. The most intuitive example of such an interaction is that piece of wet ground that yields with the best of them in a somewhat dry year, but drowns out in a rainy year. Ditto, but reversed, for that piece of sandy ground.
Perennially-occurring yield limiting factors (e.g., soil pH) can be easily identified and managed with site-specific technology simply because they exist every year in pretty much the same areas of a field. However, site-specific technology will help identify sporadic yield limiting factors when they occur, but not necessarily prevent their reoccurrence since one cannot reliably predict the timing of their reoccurrence.
Don’t forget, this and other timely information about corn can be viewed at the Chat ‘n Chew Café on the World Wide Web at <http://www.kingcorn.org/chatchew.htm>. For other information about corn, take a look at the Corn Growers’ Guidebook on the World Wide Web at <http://www.kingcorn.org/>.
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Spiraling Sub-Surface Seedlings– (Bob Nielsen)
- Deformed, corkscrewed, curved development of a corn plant's mesocotyl or coleoptile can be caused by several factors.
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More than one report of incomplete corn emergence has been received with accompanying descriptions of mesocotyls and coleoptiles that are twisted, corkscrewed, spiraling, and otherwise ‘messed up’ below the soil surface. The end result of such spiraling sub-surface seedlings is either underground leaf emergence or eventual death of the seedling. As is usual with crop problems, several culprits can cause this symptom and afflicted growers need to identify which is the most likely cause in their situation.
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Kernel Position in Furrow: The position of the kernel in the furrow with respect to the embryo face directly influences initial location where the plumule emerges. The plumule, which later differentiates into the mesocotyl and coleoptile, emerges from the embryo side of the kernel, initially elongating toward the dent end of the kernel. If the kernel lands embryo face down in the furrow, the plumule emerges on the bottom side of the kernel, elongates horizontally until the mesocotyl ‘clears’ the end of the kernel, then finally begins its upward ascent.
Restricted Emergence: Corkscrewed mesocotyl/coleoptile development often results when the coleoptile encounters resistance as the mesocotyl elongates. Such resistance can be caused by severe soil crusting, a naturally dense soil surface, or cloddy soil surfaces. A combination of severe sidewall compaction plus press wheel compaction over the furrow can also restrict coleoptile emergence.
Herbicide Injury: Certain herbicides, notably cell growth inhibitors, can affect seedling shoot development especially if weather or soil conditions are not conducive for rapid growth. Quite often when herbicide is part of the blame, significant soil crusting is also a major factor.
Temperature Response: Some years ago, I came across an article from Rhodesia (Buckle & Grant. 1974. Rhod. J. Agric. Res. 12: 149-161) that described the same phenomenon and attributed it to large fluctuations between day and night soil temperatures. Abnormal mesocotyl and/or coleoptile development occurred most frequently when soil temperatures fluctuated from daytime highs of about 80°F to nighttime lows of about 55°F. The data also suggested that extended periods of cold temperatures stunted and distorted seedling growth.
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Silver Leaf Symptom in Corn– (Bob Nielsen)
- Silvery leaf symptom caused by radiational cooling.
- No effects on yield.
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While recent mornings have been quite chilly, there have been few reported instances of significant frost and its accompanying damage to young corn. However, if you’ve been out walking your corn fields recently, you have probably noticed a curious leaf ‘symptom’ that somewhat resembles frost damage or you may think of freezer burn.
Radiational cooling of leaves on clear, calm nights with temperatures in the mid- to upper 30’s can result in damage to the outer surfaces of corn leaves that are positioned horizontally or parallel to the night sky. The subsequent symptom of such minor damage is what many refer to as ‘silver leaf’ in corn.
The ‘silver leaf’ symptom indeed appears as silvery or dull gray leaf surfaces. Any portion of a leaf that was not horizontal to the sky or that was protected by another leaf or plant part will not exhibit the symptom.
Bottom Line
The effect of this type of minor leaf damage is negligible, if any. The leaves will not die abruptly as will severely frosted leaf tissue. Continued expansion of the whorl will not be restricted in any way. New leaves that expand from the whorl will be normal in appearance. This symptom is more of a curiosity than a nuisance.
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