diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json index d663366..7fdf9f2 100644 --- a/dev/.documenter-siteinfo.json +++ b/dev/.documenter-siteinfo.json @@ -1 +1 @@ -{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-24T12:08:31","documenter_version":"1.7.0"}} \ No newline at end of file +{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-24T12:20:49","documenter_version":"1.7.0"}} \ No newline at end of file diff --git a/dev/generated/calib_IGBP.ipynb b/dev/generated/calib_IGBP.ipynb index acdfd74..55b37c4 100644 --- a/dev/generated/calib_IGBP.ipynb +++ b/dev/generated/calib_IGBP.ipynb @@ -3,7 +3,7 @@ { "cell_type": "markdown", "source": [ - "# Example" + "# Calibrate PMLV2 model using FLUXNET data" ], "metadata": { "name": "A slide ", @@ -54,20 +54,11 @@ { "cell_type": "markdown", "source": [ - "## 模型参数率定" + "## 模型参数率定\n", + "%% A slide [markdown] {\"slideshow\": {\"slide_type\": \"slide\"}}" ], "metadata": {} }, - { - "cell_type": "markdown", - "source": [], - "metadata": { - "name": "A slide ", - "slideshow": { - "slide_type": "slide" - } - } - }, { "outputs": [ { @@ -158,709 +149,951 @@ { "output_type": "execute_result", "data": { - "text/plain": "Plot{Plots.GRBackend() n=8}", - "image/png": 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", + "text/plain": "Plot{Plots.GRBackend() n=10}", + "image/png": 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+ "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", "\n", - " \n", - " \n", + " \n", + " \n", " \n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + 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"\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", "\n", - " \n", - " \n", + " \n", + " \n", " \n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" ] }, "metadata": {}, @@ -870,12 +1103,13 @@ "cell_type": "code", "source": [ "using Plots\n", - "gr(framestyle=:box)\n", + "gr(framestyle=:box, titlefontsize=12)\n", "t = df.date\n", - "inds = 1:46\n", + "inds = 1:46*1\n", "\n", - "function plot_var(var; label=string(var), title=string(var), kw...)\n", - " plot(t[inds], df_out[inds, var]; label, title, kw...)\n", + "function plot_var(var; label=string(var), title=string(var),\n", + " data=df_out, scale=1, kw...)\n", + " plot(t[inds], data[inds, var] * scale; label, title, kw...)\n", "end\n", "function plot_var!(p, var; label=string(var), kw...)\n", " plot!(p, t[inds], df_out[inds, var]; label, kw...)\n", @@ -889,12 +1123,14 @@ "plot(\n", " p1,\n", " plot_var(:GPP; title=\"GPP (gC m-2 d-1)\", label=\"GPP\"),\n", + " plot_var(:Eeq; title=\"Eeq (mm/d)\", label=\"Eeq\"),\n", " plot_var(:Gc_w; title=\"Conductance (m s-1)\", label=\"Gc\"),\n", " plot_var(:fval_soil; title=\"β_soil\", label=\"β_soil\"),\n", + " plot_var(:VPD; data=df, scale=-1, title=\"-VPD (kPa)\", label=\"-VPD\"),\n", " plot_var(:Pi; title=\"P - Ei (mm/d)\"),\n", " plot_var(:Es_eq; title=\"Es_eq (mm/d)\"),\n", " size=(800, 700),\n", - " layout=(3, 2)\n", + " layout=(4, 2)\n", ")" ], "metadata": {}, diff --git a/dev/generated/calib_IGBP/a1275163.svg b/dev/generated/calib_IGBP/a1275163.svg deleted file mode 100644 index f444975..0000000 --- a/dev/generated/calib_IGBP/a1275163.svg +++ /dev/null @@ -1,349 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/dev/generated/calib_IGBP/ead9be8a.svg b/dev/generated/calib_IGBP/ead9be8a.svg new file mode 100644 index 0000000..70c51d1 --- /dev/null +++ b/dev/generated/calib_IGBP/ead9be8a.svg @@ -0,0 +1,470 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/dev/generated/calib_IGBP/index.html b/dev/generated/calib_IGBP/index.html index 258c691..29c4a60 100644 --- a/dev/generated/calib_IGBP/index.html +++ b/dev/generated/calib_IGBP/index.html @@ -1,5 +1,5 @@ -Example · PML.jl

Example

using PML, Ipaper
+Calibrate PMLV2 model using FLUXNET data · PML.jl

Calibrate PMLV2 model using FLUXNET data

using PML, Ipaper
 
 df_out, df, par = deserialize(file_FLUXNET_CRO)
 df.GPP_obs = df.GPPobs
@@ -29,31 +29,13 @@
   (; var="ET", GOF(df.ET_obs, df_out.ET)...),
   (; var="GPP", GOF(df.GPP_obs, df_out.GPP)...)] |> DataFrame
 DataFrame(gof)
2×10 DataFrame
RowvarNSER2KGERRMSEMAEbiasbias_percn_valid
StringFloat64Float64Float64Float64Float64Float64Float64Float64Int64
1ET0.6639150.6649150.7598150.8154231.255730.887616-0.0139188-0.463569263
2GPP0.5350.613440.467450.7832243.333442.653051.0204327.1677260

绘图

using Plots
-gr(framestyle=:box)
-t = df.date
275-element Vector{Dates.Date}:
- 2009-01-01
- 2009-01-09
- 2009-01-17
- 2009-01-25
- 2009-02-02
- 2009-02-10
- 2009-02-18
- 2009-02-26
- 2009-03-06
- 2009-03-14
- ⋮
- 2014-10-24
- 2014-11-01
- 2014-11-09
- 2014-11-17
- 2014-11-25
- 2014-12-03
- 2014-12-11
- 2014-12-19
- 2014-12-27

inds = 1:length(t)

inds = 1:46
+gr(framestyle=:box, titlefontsize=12)
+t = df.date
+inds = 1:46*1
 
-function plot_var(var; label=string(var), title=string(var), kw...)
-  plot(t[inds], df_out[inds, var]; label, title, kw...)
+function plot_var(var; label=string(var), title=string(var),
+  data=df_out, scale=1, kw...)
+  plot(t[inds], data[inds, var] * scale; label, title, kw...)
 end
 function plot_var!(p, var; label=string(var), kw...)
   plot!(p, t[inds], df_out[inds, var]; label, kw...)
@@ -67,10 +49,12 @@
 plot(
   p1,
   plot_var(:GPP; title="GPP (gC m-2 d-1)", label="GPP"),
+  plot_var(:Eeq; title="Eeq (mm/d)", label="Eeq"),
   plot_var(:Gc_w; title="Conductance (m s-1)", label="Gc"),
   plot_var(:fval_soil; title="β_soil", label="β_soil"),
+  plot_var(:VPD; data=df, scale=-1, title="-VPD (kPa)", label="-VPD"),
   plot_var(:Pi; title="P - Ei (mm/d)"),
   plot_var(:Es_eq; title="Es_eq (mm/d)"),
   size=(800, 700),
-  layout=(3, 2)
-)
Example block output

This page was generated using Literate.jl.

+ layout=(4, 2) +)
Example block output

This page was generated using Literate.jl.

diff --git a/dev/index.html b/dev/index.html index 0c0dd57..6523351 100644 --- a/dev/index.html +++ b/dev/index.html @@ -1,3 +1,3 @@ -Reference · PML.jl

Reference

PML.PMLV2Function
PMLV2 (Penman–Monteith–Leuning Version 2) Evapotranspiration model

Arguments

  • Prcp : mm/d
  • Tavg : degC
  • Rs : W m-2
  • Rn : W m-2
  • VPD : W m-2
  • U2 : m/s
  • LAI : m2 m-2
  • Pa : kPa
  • Ca : ppm, default 380
  • Ω : clamping index, default is 1.0

Examples

References

  1. Gan Rong, 2018, Ecohydrology
  2. Zhang Yongqiang, 2019, RSE
  3. Kong Dongdong, 2019, ISPRS
source
PMLV2(Prcp, Tavg, Rs, Rn, VPD, U2, LAI, Pa, Ca; par=param0, frame=3)

Notes

一个站点的计算。注意,不同植被类型,参数不同。

Arguments

  • frame: in 8-days
source

Arguments

  • kw: named keyword arguments
    • r: interm_PML
source
PML.cal_Ei_Dijk2021Function
cal_Ei_Dijk2021(Prcp::T, LAI::T, par::Param_PMLV2) where {T<:Real}

References

  1. van Dijk, A.I.J.M, 2001, Eq2.
source
PML.photosynthesisFunction
photosynthesis(Tavg::T, Rs::T, VPD::T, LAI::T, Ca=380.0; par)

Example

# GPP, Gc_w = photosynthesis(Tavg, Rs, VPD, LAI, Ca; par)
source
PML.model_calibFunction
model_calib(df::AbstractDataFrame, par0::AbstractETParam; 
-    IGBPcode=nothing, maxn=2500, of_gof=:NSE, kw...)
source
PML.Param_PMLV2Type
struct Param_PMLV2{FT<:AbstractFloat} <: AbstractETParam{FT}

Fields

  • Alpha::AbstractFloat: initial slope of the light response curve to assimilation rate, (i.e., quantum efficiency; μmol CO2 [μmol PAR]⁻¹)` Default: 0.06

  • Thelta::AbstractFloat: initial slope of the CO2 response curve to assimilation rate, (i.e., carboxylation efficiency; μmol m⁻² s⁻¹ [μmol m⁻² s⁻¹]⁻¹) Default: 0.04

  • m::AbstractFloat: stomatal conductance coefficient Default: 10.0

  • Am_25::AbstractFloat: carbon saturated rate of photosynthesis at 25 °C, μmol m⁻² s⁻¹ Default: 50.0

  • VPDmin::AbstractFloat: parameter to constrain gc, kPa Default: 0.9

  • VPDmax::AbstractFloat: parameter to constrain gc, kPa Default: 4.0

  • D0::AbstractFloat: Default: 0.7

  • kQ::AbstractFloat: extinction coefficients for visible radiation Default: 0.45

  • kA::AbstractFloat: extinction coefficients for available energy Default: 0.7

  • S_sls::AbstractFloat: Specific leaf storage, van Dijk, A.I.J.M, 2001, Eq2 Default: 0.1

  • fER0::AbstractFloat: Canopy cover fraction related parameter Default: 0.1

  • hc::AbstractFloat: canopy height, [m] Default: 1.0

source
+Reference · PML.jl

Reference

PML.PMLV2Function
PMLV2 (Penman–Monteith–Leuning Version 2) Evapotranspiration model

Arguments

  • Prcp : mm/d
  • Tavg : degC
  • Rs : W m-2
  • Rn : W m-2
  • VPD : W m-2
  • U2 : m/s
  • LAI : m2 m-2
  • Pa : kPa
  • Ca : ppm, default 380
  • Ω : clamping index, default is 1.0

Examples

References

  1. Gan Rong, 2018, Ecohydrology
  2. Zhang Yongqiang, 2019, RSE
  3. Kong Dongdong, 2019, ISPRS
source
PMLV2(Prcp, Tavg, Rs, Rn, VPD, U2, LAI, Pa, Ca; par=param0, frame=3)

Notes

一个站点的计算。注意,不同植被类型,参数不同。

Arguments

  • frame: in 8-days
source

Arguments

  • kw: named keyword arguments
    • r: interm_PML
source
PML.cal_Ei_Dijk2021Function
cal_Ei_Dijk2021(Prcp::T, LAI::T, par::Param_PMLV2) where {T<:Real}

References

  1. van Dijk, A.I.J.M, 2001, Eq2.
source
PML.photosynthesisFunction
photosynthesis(Tavg::T, Rs::T, VPD::T, LAI::T, Ca=380.0; par)

Example

# GPP, Gc_w = photosynthesis(Tavg, Rs, VPD, LAI, Ca; par)
source
PML.model_calibFunction
model_calib(df::AbstractDataFrame, par0::AbstractETParam; 
+    IGBPcode=nothing, maxn=2500, of_gof=:NSE, kw...)
source
PML.Param_PMLV2Type
struct Param_PMLV2{FT<:AbstractFloat} <: AbstractETParam{FT}

Fields

  • Alpha::AbstractFloat: initial slope of the light response curve to assimilation rate, (i.e., quantum efficiency; μmol CO2 [μmol PAR]⁻¹)` Default: 0.06

  • Thelta::AbstractFloat: initial slope of the CO2 response curve to assimilation rate, (i.e., carboxylation efficiency; μmol m⁻² s⁻¹ [μmol m⁻² s⁻¹]⁻¹) Default: 0.04

  • m::AbstractFloat: stomatal conductance coefficient Default: 10.0

  • Am_25::AbstractFloat: carbon saturated rate of photosynthesis at 25 °C, μmol m⁻² s⁻¹ Default: 50.0

  • VPDmin::AbstractFloat: parameter to constrain gc, kPa Default: 0.9

  • VPDmax::AbstractFloat: parameter to constrain gc, kPa Default: 4.0

  • D0::AbstractFloat: Default: 0.7

  • kQ::AbstractFloat: extinction coefficients for visible radiation Default: 0.45

  • kA::AbstractFloat: extinction coefficients for available energy Default: 0.7

  • S_sls::AbstractFloat: Specific leaf storage, van Dijk, A.I.J.M, 2001, Eq2 Default: 0.1

  • fER0::AbstractFloat: Canopy cover fraction related parameter Default: 0.1

  • hc::AbstractFloat: canopy height, [m] Default: 1.0

source
diff --git a/dev/objects.inv b/dev/objects.inv index cf1b2d1..4639439 100644 --- a/dev/objects.inv +++ b/dev/objects.inv @@ -2,5 +2,6 @@ # Project: PML.jl # Version: 0.1.0 # The remainder of this file is compressed using zlib. -x1K1~mES&M˕E.BQP\IU4^5R*CHBQbDCD+Ȏp&YiJCYXsC2ȵlmba>ӛ2}  -.Lnv2V[TϐG+O2~Jo~&˦%`9/Qg7fcg{:ю]@s"3h|};wN%Ob1 e*f2HPqGZ a7夅?/'w#%#m2Q:/Ϫ \ No newline at end of file +xAK@ :ǵmm[nERD[&65ݔ${PP/BQP'1p7R܆yoOE[sBC.u![p]Z fF扎}4kKV +XX%e0)D F ]IfHh )UdQ0-%NpʅS.Š+fwϕXM۫i񒷻k6E0 @`jC,*2v9MVŹIPy. mH8@VLgx3l-LC*3XN ܑ3v +e8"ȋֹ~5/ \ No newline at end of file diff --git a/dev/search_index.js b/dev/search_index.js index 85ee294..5e5b5d3 100644 --- a/dev/search_index.js +++ b/dev/search_index.js @@ -1,3 +1,3 @@ var documenterSearchIndex = {"docs": -[{"location":"#Reference","page":"Reference","title":"Reference","text":"","category":"section"},{"location":"","page":"Reference","title":"Reference","text":"PMLV2\n\ncal_Ei_Dijk2021\nphotosynthesis\naerodynamic_conductance\n\nmodel_calib\nParam_PMLV2","category":"page"},{"location":"#PML.PMLV2","page":"Reference","title":"PML.PMLV2","text":"PMLV2 (Penman–Monteith–Leuning Version 2) Evapotranspiration model\n\nArguments\n\nPrcp : mm/d\nTavg : degC\nRs : W m-2\nRn : W m-2\nVPD : W m-2\nU2 : m/s\nLAI : m2 m-2\nPa : kPa\nCa : ppm, default 380\nΩ : clamping index, default is 1.0\n\nExamples\n\n\n\nReferences\n\nGan Rong, 2018, Ecohydrology\nZhang Yongqiang, 2019, RSE\nKong Dongdong, 2019, ISPRS\n\n\n\n\n\nPMLV2(Prcp, Tavg, Rs, Rn, VPD, U2, LAI, Pa, Ca; par=param0, frame=3)\n\nNotes\n\n一个站点的计算。注意,不同植被类型,参数不同。\n\nArguments\n\nframe: in 8-days\n\n\n\n\n\nArguments\n\nkw: named keyword arguments\nr: interm_PML\n\n\n\n\n\n","category":"function"},{"location":"#PML.cal_Ei_Dijk2021","page":"Reference","title":"PML.cal_Ei_Dijk2021","text":"cal_Ei_Dijk2021(Prcp::T, LAI::T, par::Param_PMLV2) where {T<:Real}\n\nReferences\n\nvan Dijk, A.I.J.M, 2001, Eq2.\n\n\n\n\n\n","category":"function"},{"location":"#PML.photosynthesis","page":"Reference","title":"PML.photosynthesis","text":"photosynthesis(Tavg::T, Rs::T, VPD::T, LAI::T, Ca=380.0; par)\n\nExample\n\n# GPP, Gc_w = photosynthesis(Tavg, Rs, VPD, LAI, Ca; par)\n\n\n\n\n\n","category":"function"},{"location":"#PML.aerodynamic_conductance","page":"Reference","title":"PML.aerodynamic_conductance","text":"aerodynamic_conductance(U2, hc)\n\nArguments\n\nU2: wind speed at 2m\nhc: canopy height\n\nReturn\n\nGa: aerodynamic conductance in m/s\n\n\n\n\n\n","category":"function"},{"location":"#PML.model_calib","page":"Reference","title":"PML.model_calib","text":"model_calib(df::AbstractDataFrame, par0::AbstractETParam; \n IGBPcode=nothing, maxn=2500, of_gof=:NSE, kw...)\n\n\n\n\n\n","category":"function"},{"location":"#PML.Param_PMLV2","page":"Reference","title":"PML.Param_PMLV2","text":"struct Param_PMLV2{FT<:AbstractFloat} <: AbstractETParam{FT}\n\nFields\n\nAlpha::AbstractFloat: initial slope of the light response curve to assimilation rate, (i.e., quantum efficiency; μmol CO2 [μmol PAR]⁻¹)` Default: 0.06\nThelta::AbstractFloat: initial slope of the CO2 response curve to assimilation rate, (i.e., carboxylation efficiency; μmol m⁻² s⁻¹ [μmol m⁻² s⁻¹]⁻¹) Default: 0.04\nm::AbstractFloat: stomatal conductance coefficient Default: 10.0\nAm_25::AbstractFloat: carbon saturated rate of photosynthesis at 25 °C, μmol m⁻² s⁻¹ Default: 50.0\nVPDmin::AbstractFloat: parameter to constrain gc, kPa Default: 0.9\nVPDmax::AbstractFloat: parameter to constrain gc, kPa Default: 4.0\nD0::AbstractFloat: Default: 0.7\nkQ::AbstractFloat: extinction coefficients for visible radiation Default: 0.45\nkA::AbstractFloat: extinction coefficients for available energy Default: 0.7\nS_sls::AbstractFloat: Specific leaf storage, van Dijk, A.I.J.M, 2001, Eq2 Default: 0.1\nfER0::AbstractFloat: Canopy cover fraction related parameter Default: 0.1\nhc::AbstractFloat: canopy height, [m] Default: 1.0\n\n\n\n\n\n","category":"type"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"EditURL = \"../../../examples/calib_IGBP.jl\"","category":"page"},{"location":"generated/calib_IGBP/#Example","page":"Example","title":"Example","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"using PML, Ipaper\n\ndf_out, df, par = deserialize(file_FLUXNET_CRO)\ndf.GPP_obs = df.GPPobs\ndf.ET_obs = df.ETobs","category":"page"},{"location":"generated/calib_IGBP/#模型参数率定","page":"Example","title":"模型参数率定","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"theta, goal, flag = model_calib(df, par0)\ndf_out = PMLV2_sites(df; par=theta2par(theta))\ndf_out[1:10, :]","category":"page"},{"location":"generated/calib_IGBP/#拟合优度","page":"Example","title":"拟合优度","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"gof = [\n (; var=\"ET\", GOF(df.ET_obs, df_out.ET)...),\n (; var=\"GPP\", GOF(df.GPP_obs, df_out.GPP)...)] |> DataFrame\nDataFrame(gof)","category":"page"},{"location":"generated/calib_IGBP/#绘图","page":"Example","title":"绘图","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"using Plots\ngr(framestyle=:box)\nt = df.date","category":"page"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"inds = 1:length(t)","category":"page"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"inds = 1:46\n\nfunction plot_var(var; label=string(var), title=string(var), kw...)\n plot(t[inds], df_out[inds, var]; label, title, kw...)\nend\nfunction plot_var!(p, var; label=string(var), kw...)\n plot!(p, t[inds], df_out[inds, var]; label, kw...)\nend\n\np1 = plot(title=\"ET components (mm/d)\")\nplot_var!(p1, :Ec)\nplot_var!(p1, :Es)\nplot_var!(p1, :Ei)\n\nplot(\n p1,\n plot_var(:GPP; title=\"GPP (gC m-2 d-1)\", label=\"GPP\"),\n plot_var(:Gc_w; title=\"Conductance (m s-1)\", label=\"Gc\"),\n plot_var(:fval_soil; title=\"β_soil\", label=\"β_soil\"),\n plot_var(:Pi; title=\"P - Ei (mm/d)\"),\n plot_var(:Es_eq; title=\"Es_eq (mm/d)\"),\n size=(800, 700),\n layout=(3, 2)\n)","category":"page"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"","category":"page"},{"location":"generated/calib_IGBP/","page":"Example","title":"Example","text":"This page was generated using Literate.jl.","category":"page"}] +[{"location":"#Reference","page":"Reference","title":"Reference","text":"","category":"section"},{"location":"","page":"Reference","title":"Reference","text":"PMLV2\n\ncal_Ei_Dijk2021\nphotosynthesis\naerodynamic_conductance\n\nmodel_calib\nParam_PMLV2","category":"page"},{"location":"#PML.PMLV2","page":"Reference","title":"PML.PMLV2","text":"PMLV2 (Penman–Monteith–Leuning Version 2) Evapotranspiration model\n\nArguments\n\nPrcp : mm/d\nTavg : degC\nRs : W m-2\nRn : W m-2\nVPD : W m-2\nU2 : m/s\nLAI : m2 m-2\nPa : kPa\nCa : ppm, default 380\nΩ : clamping index, default is 1.0\n\nExamples\n\n\n\nReferences\n\nGan Rong, 2018, Ecohydrology\nZhang Yongqiang, 2019, RSE\nKong Dongdong, 2019, ISPRS\n\n\n\n\n\nPMLV2(Prcp, Tavg, Rs, Rn, VPD, U2, LAI, Pa, Ca; par=param0, frame=3)\n\nNotes\n\n一个站点的计算。注意,不同植被类型,参数不同。\n\nArguments\n\nframe: in 8-days\n\n\n\n\n\nArguments\n\nkw: named keyword arguments\nr: interm_PML\n\n\n\n\n\n","category":"function"},{"location":"#PML.cal_Ei_Dijk2021","page":"Reference","title":"PML.cal_Ei_Dijk2021","text":"cal_Ei_Dijk2021(Prcp::T, LAI::T, par::Param_PMLV2) where {T<:Real}\n\nReferences\n\nvan Dijk, A.I.J.M, 2001, Eq2.\n\n\n\n\n\n","category":"function"},{"location":"#PML.photosynthesis","page":"Reference","title":"PML.photosynthesis","text":"photosynthesis(Tavg::T, Rs::T, VPD::T, LAI::T, Ca=380.0; par)\n\nExample\n\n# GPP, Gc_w = photosynthesis(Tavg, Rs, VPD, LAI, Ca; par)\n\n\n\n\n\n","category":"function"},{"location":"#PML.aerodynamic_conductance","page":"Reference","title":"PML.aerodynamic_conductance","text":"aerodynamic_conductance(U2, hc)\n\nArguments\n\nU2: wind speed at 2m\nhc: canopy height\n\nReturn\n\nGa: aerodynamic conductance in m/s\n\n\n\n\n\n","category":"function"},{"location":"#PML.model_calib","page":"Reference","title":"PML.model_calib","text":"model_calib(df::AbstractDataFrame, par0::AbstractETParam; \n IGBPcode=nothing, maxn=2500, of_gof=:NSE, kw...)\n\n\n\n\n\n","category":"function"},{"location":"#PML.Param_PMLV2","page":"Reference","title":"PML.Param_PMLV2","text":"struct Param_PMLV2{FT<:AbstractFloat} <: AbstractETParam{FT}\n\nFields\n\nAlpha::AbstractFloat: initial slope of the light response curve to assimilation rate, (i.e., quantum efficiency; μmol CO2 [μmol PAR]⁻¹)` Default: 0.06\nThelta::AbstractFloat: initial slope of the CO2 response curve to assimilation rate, (i.e., carboxylation efficiency; μmol m⁻² s⁻¹ [μmol m⁻² s⁻¹]⁻¹) Default: 0.04\nm::AbstractFloat: stomatal conductance coefficient Default: 10.0\nAm_25::AbstractFloat: carbon saturated rate of photosynthesis at 25 °C, μmol m⁻² s⁻¹ Default: 50.0\nVPDmin::AbstractFloat: parameter to constrain gc, kPa Default: 0.9\nVPDmax::AbstractFloat: parameter to constrain gc, kPa Default: 4.0\nD0::AbstractFloat: Default: 0.7\nkQ::AbstractFloat: extinction coefficients for visible radiation Default: 0.45\nkA::AbstractFloat: extinction coefficients for available energy Default: 0.7\nS_sls::AbstractFloat: Specific leaf storage, van Dijk, A.I.J.M, 2001, Eq2 Default: 0.1\nfER0::AbstractFloat: Canopy cover fraction related parameter Default: 0.1\nhc::AbstractFloat: canopy height, [m] Default: 1.0\n\n\n\n\n\n","category":"type"},{"location":"generated/calib_IGBP/","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"EditURL = \"../../../examples/calib_IGBP.jl\"","category":"page"},{"location":"generated/calib_IGBP/#Calibrate-PMLV2-model-using-FLUXNET-data","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"using PML, Ipaper\n\ndf_out, df, par = deserialize(file_FLUXNET_CRO)\ndf.GPP_obs = df.GPPobs\ndf.ET_obs = df.ETobs","category":"page"},{"location":"generated/calib_IGBP/#模型参数率定","page":"Calibrate PMLV2 model using FLUXNET data","title":"模型参数率定","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"theta, goal, flag = model_calib(df, par0)\ndf_out = PMLV2_sites(df; par=theta2par(theta))\ndf_out[1:10, :]","category":"page"},{"location":"generated/calib_IGBP/#拟合优度","page":"Calibrate PMLV2 model using FLUXNET data","title":"拟合优度","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"gof = [\n (; var=\"ET\", GOF(df.ET_obs, df_out.ET)...),\n (; var=\"GPP\", GOF(df.GPP_obs, df_out.GPP)...)] |> DataFrame\nDataFrame(gof)","category":"page"},{"location":"generated/calib_IGBP/#绘图","page":"Calibrate PMLV2 model using FLUXNET data","title":"绘图","text":"","category":"section"},{"location":"generated/calib_IGBP/","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"using Plots\ngr(framestyle=:box, titlefontsize=12)\nt = df.date\ninds = 1:46*1\n\nfunction plot_var(var; label=string(var), title=string(var),\n data=df_out, scale=1, kw...)\n plot(t[inds], data[inds, var] * scale; label, title, kw...)\nend\nfunction plot_var!(p, var; label=string(var), kw...)\n plot!(p, t[inds], df_out[inds, var]; label, kw...)\nend\n\np1 = plot(title=\"ET components (mm/d)\")\nplot_var!(p1, :Ec)\nplot_var!(p1, :Es)\nplot_var!(p1, :Ei)\n\nplot(\n p1,\n plot_var(:GPP; title=\"GPP (gC m-2 d-1)\", label=\"GPP\"),\n plot_var(:Eeq; title=\"Eeq (mm/d)\", label=\"Eeq\"),\n plot_var(:Gc_w; title=\"Conductance (m s-1)\", label=\"Gc\"),\n plot_var(:fval_soil; title=\"β_soil\", label=\"β_soil\"),\n plot_var(:VPD; data=df, scale=-1, title=\"-VPD (kPa)\", label=\"-VPD\"),\n plot_var(:Pi; title=\"P - Ei (mm/d)\"),\n plot_var(:Es_eq; title=\"Es_eq (mm/d)\"),\n size=(800, 700),\n layout=(4, 2)\n)","category":"page"},{"location":"generated/calib_IGBP/","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"","category":"page"},{"location":"generated/calib_IGBP/","page":"Calibrate PMLV2 model using FLUXNET data","title":"Calibrate PMLV2 model using FLUXNET data","text":"This page was generated using Literate.jl.","category":"page"}] }