Convective Parameterization in NWP Models

Convective Parameterization in NWP Models : Convective Parameterization in NWP Models Jack Kain And Mike Baldwin

What is convective parameterization? : What is convective parameterization? A technique used in NWP to predict the collective effects of (many) convective clouds that may exist within a single grid element…As a function of larger-scale processes and/or conditions.

Why do NWP models need to worry about it? : Why do NWP models need to worry about it? Direct Concern: To Predict convective precipitation Feedback to larger Scales: Deep convection “overturns” the atmosphere, strongly affecting mesoscale dynamics - Changes vertical stability - generates and redistributes heat - removes and redistributes moisture - makes clouds, strongly affecting surface heating and atmospheric radiation

A convective parameterization must decide 3 things: : A convective parameterization must decide 3 things: Activation?  Trigger function Intensity?  Closure Assumptions Vertical Distribution?  Cloud model or specified profile

Slide5 :

Slide6 :

Slide7 :

How is the parameterized information fed back to the model? : How is the parameterized information fed back to the model? Consider the Temperature-Tendency Equation in a model: Where the convective term is simply

Consider two very different approaches: : Consider two very different approaches: BMJ Scheme (convective adjustment) KF scheme (mass flux scheme)

Slide10 : Procedure followed by BMJ scheme… 1) Find the most unstable air in lowest ~ 200 mb 2) Draw a moist adiabat for this air 3) Compute a first-guess temperature-adjustment profile (Tref) 4) Compute a first-guess dewpoint-adjustment profile (qref)

The Next Step is an Enthalpy Adjustment : The Next Step is an Enthalpy Adjustment With Parameterized Convection, each grid-point column is treated in isolation. Total column latent heating must be directly proportional to total column drying, or dH = 0.

Slide12 : Enthalpy is not conserved for first-guess profiles for this sounding! Must shift Tref and qvref to the left…

Imposing Enthalpy Adjustment: : Imposing Enthalpy Adjustment:

Adjusted Enthalpy Profiles: : Adjusted Enthalpy Profiles:

Suppose the cloud layer was drier…reduce RH by 15%: : Suppose the cloud layer was drier…reduce RH by 15%:

Enthalpy is conserved, but the net temperature change is negative, and the net moisture change is positive: Negative Precipitation! : Enthalpy is conserved, but the net temperature change is negative, and the net moisture change is positive: Negative Precipitation!

If we systematically change cloud-layer RH in this sounding, it can be shown that precipitation rate generated by the scheme is very sensitive to deep-layer moisture: : If we systematically change cloud-layer RH in this sounding, it can be shown that precipitation rate generated by the scheme is very sensitive to deep-layer moisture:

If the environment is too dry or CAPE layer is less than ~ 200 mb deep, the scheme attempts to initiate shallow (non-precipitating) convection : If the environment is too dry or CAPE layer is less than ~ 200 mb deep, the scheme attempts to initiate shallow (non-precipitating) convection 1) Set cloud-top height as the level within 200 mb of LCL where RH falls off most rapidly with height. 2) Find LCL of cloud-top air; line connecting LCLs of subcloud and cloud-top air is a “mixing line”. 3) Assume Tref has same slope as mixing line; first-guess Tref is anchored on ambient temperature curve.

With Shallow Convection, there is no net temperature or moisture change: : With Shallow Convection, there is no net temperature or moisture change: and

Consider the impact of parameterized BMJ shallow convection in a “normal” diurnal cycle… : Consider the impact of parameterized BMJ shallow convection in a “normal” diurnal cycle… Model Initial Condition Raob BMX 12 Z 11 May 2000

Convective Adjustment Profiles… : Convective Adjustment Profiles… Initial time

Convective Adjustment Profiles… : Convective Adjustment Profiles… 3 h forecast 6 h forecast: BMJ convection inactive because “convective entropy change” would be negative. Sounding characteristics that lead to negative entropy change are not easily identified.

Other constraints that cause BMJ shallow convection to “abort”: : Other constraints that cause BMJ shallow convection to “abort”: - qref gives an increase in q with height - qref gives a negative q at some level - Tref is super-adiabatic - Net entropy change in cloud layer would be negative - Tref is isothermal - qref gives super-saturated q at some level

Back to the convective adjustment profiles… : Back to the convective adjustment profiles… 9 h forecast – 2100 UTC

Compare with raob at 00 Z: 12 h forecast : Compare with raob at 00 Z: 12 h forecast Model forecast Raob BMX 00Z 12 May 2000

Consider a transition from shallow to deep convection… : Consider a transition from shallow to deep convection… Model Initial Condition Raob FWD 00Z 20 April 2001

Convective Adjustment Profiles… : Convective Adjustment Profiles… 1h Forecast

Compare with raob at 12 Z: 12 h forecast : Compare with raob at 12 Z: 12 h forecast Model forecast Raob FWD 12Z 20 April 2001

More Convective Adjustment Profiles… : More Convective Adjustment Profiles… 16 h forecast

Continuing to work on the sounding… : Continuing to work on the sounding… 18 h forecast

Compare with raob at 00 Z: 24 h forecast : Compare with raob at 00 Z: 24 h forecast Raob Model Forecast FWD 12Z 20 April 2001

BMJ Deep convection activated only briefly at FWD, but 100 miles to the north (ADM), BMJ deep convection was more persistent and strongly modified soundings: : BMJ Deep convection activated only briefly at FWD, but 100 miles to the north (ADM), BMJ deep convection was more persistent and strongly modified soundings: EtaKF Model Forecast Model Forecast ADM 22 Z 20 April 2001

OK, consider the KF scheme, a “Mass-flux” parameterization : OK, consider the KF scheme, a “Mass-flux” parameterization

Basic procedures… : Basic procedures… 1) Starting at the surface, mix ~ 50 mb deep layers, lift to LCL 2) Give parcel a boost based on low-level convergence. Can it reach the LFC? 3) If parcel makes it to LFC, allow it to rise and overshoot equilibrium level. 4) Form downdraft from air within ~ 200 mb of cloud base 5) Overturn mass in updraft, downdraft, and surrounding environment until stabilization is achieved. If cloud depth  3 km, parameterize shallow convection

KF adjustment profiles : KF adjustment profiles

Focus on deep convection…what is the Updraft Mass Flux (UMF*)? : Focus on deep convection…what is the Updraft Mass Flux (UMF*)? The mass of air that goes through cloud base divided by the initial mass in the ~ 50 mb updraft source layer: UMF* = Mu/Musl

How is UMF determined? : How is UMF determined?

Slide38 :

Slide39 :

What is UMF* sensitive to? : What is UMF* sensitive to? qe of downdraft air Lapse rates in cloud layer

Slide41 : Increasing humidity in the 900 – 550 mb layer increases downdraft qe. This makes stabilization of the boundary layer less efficient and UMF* increases.

Slide42 :

Slide43 :

Summary : Summary Parameterized shallow convection can distort sounding structures, significantly affecting CIN and CAPE; more problematic with BMJ than with KF BMJ deep convection very sensitive to cloud-layer RH KF mass flux particularly sensitive to lapse rates in lower half of cloud layer.