Time Series Foundation Models - current state and future directions
Dia 2 - Conferência 1 - PK Nair
1. Climate Change Mitigation:
A Low-Hanging Fruit of
Agroforestry
P. K. R. NAIR
Distinguished Professor
University of Florida, Gainesville, FL, USA
CBSAF, Belém, PA, Brazil: 21 – 25 Nov 2011
2. Objective and Scope
Separate the chaff from the grain:
Evaluate the current state of scientific
knowledge on the role of AFS in climate-
change mitigation (and adaptation) meditated
through C sequestration
Identify the management factors that
influence C seq in land-use systems and the
extent of their relevance to AFS
4. SPECIAL
SUBMISSIONS:
AGROFORESTRY
SYSTEMS
AND
ENVIRONMENTAL
QUALITY
Journal of Environmental Quality
Volume 40 (3), May–June 2011,
pages 784–866.
5. Climate Change
Global warming refers to increase in temperature
of the earth’s near-surface
• Increased by an average 0.6°C since 1970
• IPCC (Intergov. Panel on Climate Change) projects an
average rise of 1.1 – 6.4°C during this century
• Believed to be caused by the increase in atmospheric
concentration of greenhouse gases (GHGs)
GHGs include:
• CO2 , carbon monoxide (CO), methane (CH4), nitrous
oxide (N2O)
• CO2 is the major GHG.
6. Mitigation (of) & Adaptation (to)
Climate Change
Mitigation
Avoiding emissions and sequestering
GHGs: [Technological change and
substitution that reduce emissions]
Adaptation
Reducing the vulnerability of natural
systems against actual or expected climate
change effects
7. Climate Change Mitigation
Goal: Reduce net emissions and enhance sink capacity
1. Avoiding or Reducing the Emissions
• Increasing input-use efficiency
(Management interventions)
• Decreasing losses
(Soil and water conservation)
2. Sequestering CO2 in Terrestrial Biosphere
• Forest/woody biomass
(Aboveground, belowground)
• Soil C sequestration
(Aggregation, physical protection, recalcitrant C)
8. Climate Change Adaptation
Goal: Develop strategies to reduce negative impacts
1. Enhancing Soil Resilience
• Increasing SOC pool
• Restoring degraded lands
2. Adopting efficient land-use systems/practices
• Conservation agriculture
• Agroforestry
• INM, IPM, …
3. Improving NPP
• New and improved germplasm
• GM crops, etc.
9. Carbon Sequestration
The process of capture and secure
storage of C from the atmosphere
It entails the transfer of atmospheric C,
especially CO2, and its secure
storage in long-lived pools.
(UNFCCC = UN Framework Convention on Climate Change)
10. C Sequestration in Land-Use
Systems
Aboveground (Vegetation)
Belowground (Soils)
• Soils play a major role even in the terrestrial C cycle.
• The soil C pool, to 1 m depth, consists of:
Soil organic C (SOC) estimated at 1550 Pg
Soil inorganic C about 750 Pg
(1 petagram = 1015 g = 1 billion ton)
Total soil C pool (2300 Pg) is 3X the atmosph pool.
11. Agroforestry and
Carbon Sequestration
The UNFCCC allows use of C seq. through
afforestation and reforestation (A & R) as GHG
offset activities.
Agroforestry is recognized as an A & R activity.
AFS have a higher potential to sequester C
because of their perceived ability for greater
capture and utilization of growth resources (light,
nutrients, and water) than in single-species crop-
or pasture systems.
12. 2
1 3
Silvopasture Dehesa,
Northern Spain Homegardens
Florida, USA
Kerala, India
2
1
4 3
4
6 5
6
Silvopasture Shaded cacao Parklands
MG, Brazil Bahia, Brazil Ségou, Mali
Univ. Florida, Cent for Subtropical Agroforestry: Carbon Sequestration Studies, 2005 -
13. Locations of CSTAF (Univ of FL) Soil Carbon Sequestration Studies
Sites
Location Climate (m.a.p; mean Soil Agroforestry Systems
Coordinates temp. range)
Florida, USA Humid subtropical; 1330 Ultisols Silvopasture: slash pine (Pinus elliottii)
o
28°to 29° N; 81° to 83° mm; -3 to 28 C + bahiagrass (Paspalum notatum); 5–
W 20 yr
Northern/ Central Humid Atlantic/ subhumid Alfisols Dehesa oak silvopasture (Quercus
Spain Mediterranean; 1200/ 600 suber); >50 yr
40 to 43o N; 6 to 7o W mm; 6-18°C/ 8-26°C
Kerala, India Humid tropical; Inceptisols Homegardens: Intensive multispecies
mixtures of trees, shrubs, and herbs in
10o32’ N; 76o14’E 2700 mm; 27 to 32oC
small (< 0.5 ha) holdings; > 35 yr
Ségou, Mali Semiarid tropical; Alfisols Parklands: Intercropping under
500 to 700 mm; 29 to 36oC scattered trees, > 30 yr old; and live
13o 20’ N; 6o 10’ W
fences and fodder banks, ~ 9 yr.
Bahia, Brazil Humid tropical; Reddish- Cacao (Theobroma cacao) under
yellow thinned natural forest (cabruca) or
14o 0’ S; 39o 2’ W 1500 mm; 25 to 32oC
Oxisols planted shade trees; 30-yr old.
Minas Gerais, Brazil Cerrado: Subhumid Oxisols Silvopasture: Eucalyptus spp. with
tropical; 1350 mm; 22oC understory of Brachiaria spp (fodder
17o 36’ S; 46o 42’ W
grass) or rice (Oryza sativa).
14. General Objectives
Quantify SOC accumulation and sequestration
in different types of agroforestry systems in a
variety of ecological and geographical
conditions.
Determine C storage in different soil fractions
up to at least 1 m depth.
Quantify, wherever possible, C contribution by
C3 and C4 plants (~ trees and herbaceous
plants) using natural C isotopic differences
between the two groups.
15. Carbon Sequestration and Stable Aggregates
Hierarchical organization of aggregates:
Silt+clay – microaggregates – macroaggregates
Macroaggregates Microaggregates Silt+clay
aggregates
Size, µm 250 – 2000 53 – 250 < 53
Mean residence 1-10 10 – 100 100-1000
time (MRT) of C
years
C:N; Enzyme High Medium Low
activity
Binding agents Fungal hyphae, Micr. polymers, Organomineral
fine roots, plant/ root exudates, complexes
microbial residues polyvalent cations
Mgmnt effects High Medium Low
Parton et al. (1987); Christensen (2001).
16. 100 262.5
Agroforestry vs.
80 Agricultural System Near Tree vs.
Far from Tree Agroforestry vs. Forest
60
40
∆AF (%)
20
0
-20
-40
-60
-80
1 2 3 4 5 6 7 8
Land-use Types
0 − 50 cm 50 − 100 cm
∆AF (%) = [(AF-Non AF) / Non AF] *100
# Systems; age (# years since AF system installation) Location Soil Order
1 Pine + pasture vs. treeless pasture; 30 yr Florida, USA Ultisols
2 Pasture under birch trees vs. treeless pasture; Northern Spain Inceptisols
3 Home garden vs. rice paddy; >50 y Kerala, India Inceptisols
4 Under tree vs. away from trees (Dehesa); 80 y Northern Spain Alfisols
5 Under trees vs. away from trees; Parkland system; >50 y Ségou, Mali Alfisols
6 Homegardesn vs. forest: >50 y Kerala, India Inceptisols
7 Cacao under shade vs. forest; > 30 y Bahia, Brazil Oxisols
8 Brachiaria + Eucalyptus vs. Treeless forage stand; 30 y Minas Gerais, Brazil Oxisols
Changes in soil C stock under different AF vs. non-AF systems (Nair et al., 2010).
17. Summary of Results
Tree-based systems, compared to treeless under
similar conditions, store more C in deeper soil.
High tree density → high SOC content, esp. in the
upper 50 cm soil and <53 µm soil fraction.
SOC stock under longer term AF systems with high
tree-density (e.g., homegardens, shaded perennials)
comparable to that of natural forests.
In sparse tree-density AFS, soil stores more C near
than away from the tree.
C3 plants (trees) contribute to more C in the silt- +
clay-sized (<53 µm) fractions than C4 plants in
deeper soil profile.
Traditional systems with large C stock seem to have
limited potential for sequestering additional C.
19. Some Recent Publications …
Journal Articles:
Nair PKR. C seq studies in AF systems: A reality check Agroforest Syst (in press)
Nair PKR. Introduction to Sp Collection of papers 2011 J Env Quality 40: 784–790
Howlett D, Mosquera-Losada M-R, Nair P KR, Nair, VD. 2011 J Env Quality 40: 825–832
Tonucci RG, Nair PKR, Nair VD, Garcia R 2011 J Env Qual 40: 825 – 832
Nair PKR, Nair VD, Kumar BM, Showalter JM 2010. Adv Agron 108: 237–307.
Haile SG, Nair VD, Nair PKR. 2010. Global Change Biology 16: 427–438.
Gama-Rodrigues EF, Nair PKR, Nair VD, et al. 2010. Environ Manage 45: 274–283.
Saha SK, Nair PKR, Nair VD, Kumar BM. 2010. Plant and Soil 328: 433–446.
Nair PKR, Kumar BM, Nair VD. 2009. J. Soil Sci. Pl Nutrition 172: 10–23.
Nair PKR, Nair VD, Kumar BM, Haile SG. 2009. Environ Sci Policy 12: 1099–1111.
Saha SK, Nair PKR, Nair VD, Kumar, B. M. 2009. Agrofor Syst 76: 53–65.
Haile SG, Nair PKR, Nair VD. 2008. J. Environ. Qual. 37: 1789–1797.
Takimoto A, Nair PKR, Nair VD. 2008. Agri Ecosyst Env 125:159–166.
Takimoto A, Nair PKR, Alavalapati JRR. 2008. Mitig Adapt Strategy 13: 745–761.
Takimoto A, Nair VD, Nair PKR. 2008. Agrofor Syst 76: 11–25.
20. Methodological Challenges
• Ambiguous Concepts
• Allometric Equations
• Soil Sampling: Depth, Sampling Plan
• Soil Analytical Issues
• Fixed Effect Models:
Pseudo-replication
Repeated measures
• Inadequate/Inaccurate Reporting:
Soil BD, extrapolation of site specific values
21. Estimates of Carbon Sequestration
Potential of AF systems
AF System sub-group Distribution (major regions) Approx. Estimated C stock Potential CSP in new
including potential area, mill range (kg ha-1 yr-1) area (kg ha-1 yr-1)
ha Above Below Above Below
(including ground ground ground ground
potential)
Alley cropping and other tree Humid and subhumid tropics 650 Up to 15 Very low 2–5 5 – 75
intercropping systems to 150
Temperate (N. America, Europe) 50 Up to 10 Up to 200 2- 6 30 – 100
Multistrata systems (Shaded Mostly tropical humid and 100 2 to 18 Up to 300 2 – 10 50 – 150
perennials, homegardens) subhumid lands, predominantly
lowlands, but up to 2000 m altitude
Protective systems (Windbreak, Arid and semiarid lands of the 300 2 to 10 Up to 100 1–8 10 – 30
riparian buffer, shelterbelts, etc.) world, primarily sub-Saharan
Africa, China and N. and S.
America,
Silvopasture Grazing systems: mostly semiarid 450 2 to 15 Up to 250 3 – 10 20 – 90
and sub humid lands in Africa,
India, and the Americas
Woodlots (firewood, fodder, land Firweood and fodder-tree lots are 50 1 to 12 Up to 140 1–5 20 – 70
reclamation, etc.) mostly in tropics; Land reclamation
plantings in special problem areas.
(Nair, 2012)
22. Influence of Management Factors
on Climate Change M & A
Mgt Factors Premises Criticisms
Tillage Aids in incorporation of plant Tillage only helps move the C
(Reduced/ materials and gaseous down. Benefits of reduced
Minimum exchange bet. soil and tillage based on surface-soil
Tillage) atmosphere. sampling may be misleading.
Residue Mgt, More plant materials added Overall, a good practice.
Nutrient Cycling to the soil means more C Extent of benefits depends on
added to the soil litter quality and local factors.
Plant diversity Continuous plant cover; Evidence on long term benefit
and admixture niche-complementarity of biodiversity on soil C seq is
hypothesis anedotal at present.
Soil erosion Keeps soil in place; No adverse criticism
control enhances productivity
Manure/Fert. Promotes crop growth and All C additions to soil may not
application soil-aggregate formation enhance microaggr. formation.
(Nair, 2012)
23. Possible Management Factors Related to
Climate Change M & A under AFS
AFS Sub-Groups Location/ Possible Mgt
Ecological Factors
region
Alley Cropping and Tree Humid tropics, RM (NC), PD/PSM,
Intercropping Temperate EC, RT
Multistrata (Shaded Humid and PD/PSM, RM (NC),
Perennials, Homegardens, …) subhumid tropics EC
Protective Systems Temperate, EC, NC, RM
(Windbreak, Rip. Buffer, …) semiarid tropics
Silvopasture Semiarid tropics, PSM, RT, EC, NC
(Grazing, Browsing, …) Temperate
EC = Erosion control; NC = Nutrient cycling;
PD = Plant diversity; PSM = Plant-species mixture
RM = Residue management; RT = Reduced (minimum/zero) tillage
(Nair, 2012)
24. Strengths Opportunities
High above ground biomass Enhanced above-ground C storage
production Increased SOM content
Deep root systems of trees More stable C in deeper soil layers
High litter-fall and ground cover More ground cover and litter fall
Efficient nutrient cycling facilitating better nutrient cycling
More stable C in deeper soil layers and control of soil erosion
More plant diversity leading to
Plant diversity and biodiversity
“safety net” of nutrients and
Species admixture reduced NPSP
Control of wind and water erosion Overall, better ecosystem
Amelioration of non-point source sustainability
pollutants Increasing global interest in
Biodiversity conservation environmental ethics
Weaknesses (Internal) Threats (External)
Lack of rigorous and long-term Lack of adequate recognition of
quantitative data on potential AFS and trees on farms in int’l
benefits policy initiatives and mechanisms
Site specific nature of systems such as REDD+
making large-scale extrapolation Insufficient valuation methods for
difficult assessing ecosystem service
Paucity of standardized methods benefits
and procedures for sampling and Excessive importance to economic
estimation of C seq in AFS over environmental benefits in
Multiplicity of factors and complex adoption incentives
nature of interactions Inadequate institutional niche for
Difficulty in estimating area under agroforestry at national and
different AFS international levels
Figure 1. A SWOT analysis of the role of agroforestry systems in climate change M & A.
(Nair, 2012)
25. Carbon Sequestration – Biodiversity
Relationship
Functional relationship between biodiversity and C
seq. based on the “niche-complementarity”
hypothesis:
• a larger array of species in a system leads to a broader spectrum
of resource utilization making the system more productive.
Biodiversity cannot be expressed quantitatively
unless its attributes can be expressed in quantitative
terms.
Evidence on whether the carry-over effect of higher
biodiversity will translate into long-term C storage in
soils is anecdotal at present.
26. Concluding Remarks
Climate-Change M & A is a “low-hanging fruit” of
agroforestry.
Given that AFS are estimated to be practiced in ~ 1.6
billion ha globally, the potential benefits are credible, but
are seldom recognized.
Lack of rigorous scientific data on the perceived benefits
is the main reason for the lack of realization and even
recognition of this potential.
The way forward: Break away from rhetoric and focus on
development of management practices based on
integrated scientific data on biophysical and
socioeconomic parameters.