Unraveling Multimodality with Large Language Models.pdf
Ag. agent update
1. AGRICULTURE AGENT UPDATE
NORTHERN AG. RESEARCH CENTER
HAVRE, MONTANA
JUNE 27, 2013
Soils 101
Relative to Crop Production
in Montana
Olga Walsh
Assistant Professor, Soil Nutrient Management
Western Triangle Agricultural Research Center
Montana State University
3. SOIL DEFINED
“(i) The unconsolidated mineral or organic material on the
immediate surface of the Earth that serves as a natural
medium for the growth of land plants
(ii) The unconsolidated mineral or organic matter on the
surface of the Earth that has been subjected to and shows
effects of genetic and environmental factors of: climate
(including water and temperature effects), and macro- and
microorganisms, conditioned by relief, acting on parent
material over a period of time.
A product-soil differs from the material from which it is derived
in many physical, chemical, biological, and morphological
properties and characteristics.”(NRCS, 2013)
4. SOIL DEFINED
“Soil is a natural body comprised of solids (minerals and
organic matter), liquid, and gases that occurs on the land
surface, occupies space, and is characterized by one or
both of the following: horizons, or layers, that are
distinguishable from the initial material as a result of
additions, losses, transfers, and transformations of energy
and matter or the ability to support rooted plants in a
natural environment.”(Soil Taxonomy)
5. SOIL IS A DYNAMIC BIOGEOCHEMICAL INTERFACE
BETWEEN THE EARTH’S SPHERES
6. 12 SOIL TYPES
12 basic types of soils – soil orders reflect environment in
which they form, their age, and the ecosystem they support
NRCS, 2013
Scobe
y
7. MT PREDOMINANT SOILS
Mollisols: form in semi-
arid to semi-humid
areas, typically under a
grassland cover
Alfisols: form in
semiarid to humid
areas, typically under a
hardwood forest cover
Entisols: young soils, do
not show any profile
development other than an
A horizon. unaltered from
their parent material,
which can be
unconsolidated sediment
or rock.
Inceptisols: weakly developed,
one or more subsurface horizons,
contains many unweathered
minerals; form quickly through
alteration of parent material; older
than entisols; have no
accumulation of clays, iron oxide,
aluminium oxide or organic matter.
NRCS, 2013
9. COMPARISON OF MT’S PREDOMINANT SOILS
A – maximum
accumulation of humus
E – zone of maximum
weathering and leaching
(elluvial)
B – zone of maximum
accumulation and
alteration (illuvial)
• Bw – almost no
clay
• Bt – more clay
C – zone of minimal
accumulation, alteration
and cementation
10. SCOBEY – MT STATE SOIL
Scobey = Mollisol
Surface layer: very dark grayish brown clay
loam; Subsurface layer: dark brown clay;
Subsoil: dark grayish brown clay loam
Very deep, well drained soils on till
plains, hills, and moraines in the north-central
MT
>700,000 acres, among most productive soils in
MT Golden Triangle (Havre-Conrad-GF): dryland
winter and spring wheat
Formed in glacial till and under prairie vegetation
Av. annual precipitation ~ 12 in; av. annual air
temperature ~ 43 F; 115 frost free days
Named for the town of Scobey, in NE MT.
NRCS, 2013
11. MOLLISOL
From Latin word “Mollis”, meaning soft
These mineral soils developed on grasslands, a
vegetation that has extensive fibrous root systems.
The topsoil of Mollisols is characteristically dark and rich
with organic matter, giving it a lot of natural fertility
Typically well saturated with basic cations
(Ca2+, Mg2+, Na+, and K+) that are essential plant
nutrients
Among the most fertile soils found on Earth
12. SOIL TEXTURE
Refers to the size of the particles that make up
the soil
2 – 75 mm
> 75mm
Rock
Very fine: 0.05 - 0.1 mm
Fine: 0.1 - 0.25 mm
Medium: 0.25 - 0.5 mm
Coarse: 0.5 – 1 mm
Very coarse: 1 -2 mm
0.002 to 0.05
< 0.002
14. SOIL TEST
AgVise, 2013
“Soil testing is the best tool available to determine
the amount of each nutrient needed for the
coming crop year”
Soil testing is the best tool available to determine
the amount of each nutrient present in the soil
from the previous crop year
15. SOIL TESTING
Soil probe allows a uniform slice of the soil profile
to any depth.
Depths: 0-6" and 6-24", to 48“ for deep-rooted
crops (sugarbeet)
Time:
P, K, pH, %OM, salts, Ca, Mg, Zn,Fe, Mn, and Cu -
any time of the year (minor changes)
Time: N, S, Cl - in the fall following harvest or early
spring
Sample storage: cool, frozen or send to the lab
immediately
AgVise, 2013
16. SOIL SAMPLING METHODS
15-20 soil cores to
represent a field
The cores are mixed and
a portion is sent to the lab
Avoid non-representative
areas
Provides average soil
nutrient level in each field
Can result in under- or
over- estimation
Field split into
productivity zones (satellite
canopy images, yield
maps, salinity maps, soil
type maps, topography,
etc.)
Representative sample
(10-15 cores) from each
zone
Soil nutrient levels in
each zone can be quite
different
Field split into small equal
sized areas (1 - 5 acres)
8-10 cores collected from
the center of each grid or
randomly within the grid
Nutrient levels are
determined for each grid
Fertilizer recommendations
– for each grid
AgVise, 2013
17. NUTRIENTS AND PLANT GROWTH
o Plant’s sufficiency range = range of nutrient necessary to
meet plant’s nutritional needs and maximize growth
o Nutrient levels outside of
a plant’s sufficiency range
cause crop growth and
health to decline due to
either a deficiency or
toxicity
Mc Cauley et al., 2009
18. MOBILE AND IMMOBILE NUTRIENTS
BLA
BLA
BLA
BLA
Roger Bray, “A Nutrient Mobility Concept or Soil-Plant
Relationships. 1954. Soil Science.
19. MT SOILS:
COMMON DEFICIENCIES /TOXICITIES
Most common: N and P
Sometimes – K, S
Micronutrient deficiencies are fairly uncommon with
deficiencies of B, Cl, Fe, and Zn occurring most often
Toxicities – uncommon, result of over-fertilization
20. ESSENTIAL PLANT NUTRIENTS
Total of 16 essential nutrients
3 Macronutrients from air and water: Carbon,
Hydrogen, Oxygen (C, H, O)
13 MACROnutrients from soil:
3 Primary nutrients - Nitrogen, Phosphorus and
Potassium (N, P, K)
3 Secondary nutrients - Calcium, Magnesium and
Sulfur (Ca, Mg, S)
7 MICROnutrients - Iron, Manganese, Zinc, Copper,
Boron, Molybdenum, and Chlorine (Fe, Mn, Zn, Cu, B,
Mo, Cl)
21. ESSENTIAL PLANT NUTRIENTS
Deficiency disrupts plant’s growth and
reproduction
Deficiency can be prevented or corrected
only by supplying the element
Nutrient is directly involved in the nutrition
of the plant
22. YIELD POTENTIAL AND FERTILIZER
Q 1. Which field has a higher Yield Potential?
Q 2. Which field needs more fertilizer?
Field A Field B
23. “BLANKET” VS PRECISION
Conventional application of N – one rate based on
average needs of the field/fields
Variability in production potential(natural, acquired,
spatial, temporal)
Average rate is excessive in some parts and inadequate in
others
Precision Agriculture = timely and precise N application
to meet plant needs as they vary across the landscape
Sensor-Based Technologies – precision agriculture
tools, allow to account for variability and to make more
informed decisions
24. PRECISION AGRICULTURE AND NUE
• Yield Potential approach:
No guess-work
Minimizes producer’s risks
Higher NUE
• Precision N Fertilization entails:
Right time and Right rate
They vary across the field to meet plants’ needs
• Sensor-Based Technologies – precision agriculture
tools, allow to account for all types of variability and
to make more informed decisions
25. YIELD GOAL VS YIELD POTENTIAL
Yield Goal:
Average yield for past 5 years + 30% (just in case we have a
good year)
Based on past (historical data)
Uses average N rates
Yield Potential:
Estimated using in-season data
Based on current crop nutrient status
Precise N rate (crop- and site-specific)
26. YIELD GOAL VS YIELD POTENTIAL
Yield Goal
Sufficiency approach: to apply a fixed rate of N at a
computed sufficiency level, regardless of YP
Yield Potential:
Estimates of YP and crop response to N provide a
physiological basis to estimate N removal and a
biologically based N application rate
Tabitha, WSU
27. YIELD POTENTIAL VARIES YEAR TO YEAR
0
20
40
60
80
100
120
140
160
180
200
1940 1950 1960 1970 1980 1990 2000 2010 2020
“Maximum Attainable Yield”
(Yield Goal)
Actual
Harvested
Yield
Should we fertilize for maximum yield every year?
Alternative to Yield Goal - Yield Potential
Source: Taylor, 2009
28. Yield Potential Prediction
The concept of sensing biomass in various crops
Biomass used as an indicator of nutrient need
Knowing how much biomass is produced =>
knowing how much N is removed from the soil and
converted into biomass
Removal of N in harvested biomass and grain is
highly correlated with yield
29. YIELD POTENTIAL AND RESPONSE TO N
YP and RI are independent from one another:
High YP, High RI
High YP, Low RI
Low YP, High RI
Low YP, Low RI
Field A Field B
30. PRECISION SENSOR’S BASICS
Emits light and measures reflectance from plants
Sensor reading - Similar to a plant physical examination
Sensor can detect:
• Plant Biomass
• Plant Chlorophyll
• Crop Yield
• Water Stress
• Plant diseases, and
• Insect damage
31. CONCEPT SUMMARY
1. How much
biomass is
produced ?
2. What Yield is
attainable without
addition of N?
3. How
responsive is
the crop to N?
4. What Yield is
attainable with
addition of N?
YPN = INSEY*RI
NDVI = (NIR-red)/(NIR+red)
INSEY = NDVI/GDD>0
RI = NDVI (NRS) /NDVI (FP)
Marty Knox is obtaining winter wheat canopy reflectance data using
GreenSeeker optical sensor, WARC, Corvallis, MT, May 2013
34. CONCEPT SUMMARY
1. How much
biomass is
produced ?
2. What Yield is
attainable without
addition of N?
3. How responsive
is the crop to N?
4. What Yield is
attainable with
addition of N?
YPN = INSEY*RI
NDVI = (NIR-red)/(NIR+red)
INSEY = NDVI/GDD>0
RI = NDVI (NRS) /NDVI (FP)
35. VARIABLE RATE IN MONTANA
“Sensor-based VRT saves fertilizer
costs, improves crop production”
By Shannon Ruckman, The Prairie Star editor; 2008
Herb Oehlke
Farms Wheat and Barley, since1995
Ledger, 20 min from Conrad
Switched from blanket to
variable-rate application
Saved money and time
Uses GreenSeeker on all his
wheat fields
36. VARIABLE-RATE IN MONTANA
“I really questioned if it would work”
“I wanted to know if it would work with the NRCS
requirements”
“I can't under apply fertilizer, but I need to be more
efficient at it. Net return is an important number.”
Saved 5.3 gallons of fertilizer per acre
Achieved 8 to 10 bus/ac increase in yield
“Had average yield- 57 bus/ac. The VRT fields
yielded 67 to 70 bus /ac. At $10/bu, that adds up
real fast. That’s $100 /ac!”
39. NUTRIENTS FROM AIR AND WATER
Carbon, Hydrogen, Oxygen
Base of all organic molecules, building
blocks for growth
Absorbed as CO2
Combined with H and O
Transformed into carbohydrates in leaves
in the process of photosynthesis
42. ESSENTIAL MACRO NUTRIENTS: P
Catalyses biochemical reactions
Component of DNA (genetic memory)
Component of energy molecules
Key element in photosynthesis
43. P DEFICIENCY
Dark purple discoloration on the leaf
tips, advancing down the leaf
Stunted plants with fewer shoots
44. ESSENTIAL MACRO NUTRIENTS: K
Photosynthesis and movement of nutrients
Protein synthesis
Activation of plant enzymes
Regulation water use
45. K DEFICIENCY
Marginal chlorosis and necrosis on older
leaves
Shorter internodes, stunting
47. ESSENTIAL SECONDARY NUTRIENTS: CA
Cell structure, membranes
Nutrient uptake
Reaction to negative environmental factors
Defense against disease
48. CA DEFICIENCY
Poor root growth, stunted dark rotting roots
Symptoms – in new growth (necrotic spots in young
leaves), leaves collapse before unrolling
49. ESSENTIAL SECONDARY NUTRIENTS: MG
Chlorophyll formation
Light-absorbing pigments
Amino acids and proteins
Resistance to drought and disease
50. MG DEFICIENCY
Pale green, chlorotic young leaves
Folded or twisted leaves
Symptoms similar to drought
51. ESSENTIAL SECONDARY NUTRIENTS: S
Component of amino acids and proteins
Component of enzymes and vitamins
Formation of Chlorophyll
54. MICRONUTRIENTS
Fe, Mn, Zn, Cu, B, Mo, Cl
Needed in very small amounts
Involved in metabolic reactions as part
of enzymes (reused, not consumed)
Can be corrected with a fraction of
pound per acre rate
60. ZN DEFICIENCY
First appear on middle-aged and old leaves
Muddy gray-green leaf color
Leaves appear drought stressed,
with necrotic spots
61. COPPER (CU)
Catalyst in photosynthesis and respiration
Constituent of enzymes
Involved in building and converting amino
acids to proteins
Carbohydrate and protein metabolism
Plant cell wall constituent
62. CU DEFICIENCY
Leaf tip die-back followed by a twisting or
wrapping of the leaves
Delayed maturity
Stunted, misshapen heads
63. BORON (B)
Cell wall strength and development
Cell division
Fruit and seed development
Sugar transport
64. B DEFICIENCY
Saw tooth effect on younger leaves
Pale, “water-soaked” new shoots
Head sterility
65. MOLYBDENUM (MO)
Conversion of nitrates (NO3 ) into amino
acids in the plant
Conversion of inorganic P into organic
forms in the plant
Protein synthesis
Sulfur metabolism
68. CL DEFICIENCY
Physiological Leaf Spot Syndrome
White to brown spots on leaves
Starts in lower leaves at tillering
Similar to tan spot, smaller spots, no “halo”
69. MICRONUTRIENT DEFICIENCY
High soil pH (uptake decreases as pH
increases) – all but Mo
MT typical pH = 7-8, varies from 4.5 to 8.5
Low organic matter
MT typical OM = 1-4%
Cool, wet weather
70. MICRONUTRIENT PRODUCTS
Citri-Che Crop Mix 1 (N, S, Cu, Mn, Zn)
Gainer High Phos (N
Nitrogen, Phosphate, Potash, Sulfur, Boro
n, Copper, Iron, Manganese, Molybdenum
and Zinc