Importance of secondary ice production in mixed-phase monsoon clouds over the Indian subcontinent

The accurate representation of mixed-phase monsoon clouds and their phase distribution is of great importance for numerical models used to predict monsoon rainfall. Therefore, it is essential for these models to correctly capture the phase fraction of clouds, which includes the proportions of liquid and ice. Ice particle formation in clouds occurs through primary ice production and secondary ice production (SIP). Most weather and climate models tend to overlook secondary SIP mechanisms, often only including rime-splintering. This oversight can introduce biases in the phase partitioning of mixed-phase clouds and monsoon rainfall predictions. In this study, we investigate the roles of three major SIP mechanisms: Hallett-Mossop (HM), droplet shattering (DS), and ice-ice collision (IIC) in mixed-phase monsoon clouds. This investigation is the first of its kind and was conducted using high-resolution simulations of mixed-phase convective clouds observed during the fourth phase of the Cloud Aerosol Interaction and Precipitation Enhancement Experiment (CAIPEEX) over a rain shadow region of India. The default cloud microphysical scheme, which originally included only the HM process, was modified to incorporate additional SIP mechanisms such as DS and IIC. The simulated cloud parameters, including liquid and ice water content and ice number concentration, showed good agreement with airborne measurements. Our findings indicate that IIC is the predominant SIP mechanism, contributing 90 % to the total ice production through SIP. The inclusion of the three SIP mechanisms resulted in an enhancement of ice concentration by three to four orders of magnitude at temperatures warmer than -20 °C. SIP significantly influenced various cloud parameters between 0 to −20 °C, including total ice number concentration, ice crystal mass, rimed mass, liquid water content, and phase fraction. It also influenced the Ice Water Path (IWP), Liquid Water Path (LWP), and cloud top temperature. The rates of several mixed-phase processes were also affected by the SIP mechanisms. Overall, SIP led to a 15 % reduction in accumulated surface precipitation. • Ice-ice collision (IIC) is the main secondary ice production (SIP) mechanism, contributing up to 90% of total SIP in simulated clouds. • SIP mechanisms (HM, DS, IIC) boost ice concentration by 3-4 orders of magnitude at temperatures warmer than −20°C. • SIP affects cloud parameters (ice concentration, crystal mass, rimed mass, liquid water) and reduces surface precipitation by 25%.

Authors

Institutions

Publication Details

Journal
Atmospheric Research
Published
2024-12-25
DOI
https://doi.org/10.1016/j.atmosres.2024.107890
Citations
4
Primary Topic
Atmospheric aerosols and clouds
Type
article
Field-Weighted Citation Impact
1.13

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Importance of secondary ice production in mixed-phase monsoon clouds over the Indian subcontinent

Sachin Patade, Thara Prabhakaran, Deepak Waman, Soumya Samanta et al.
4 citations
Atmospheric Research
Atmospheric aerosols and clouds
1.13
article

Importance of secondary ice production in mixed-phase monsoon clouds over the Indian subcontinent

Sachin Patade, Thara Prabhakaran, Deepak Waman, Soumya Samanta, Georgia Sotiropoulou, Neelam Malap, Gayatri Kulkarni
article en
4 citations

Abstract

The accurate representation of mixed-phase monsoon clouds and their phase distribution is of great importance for numerical models used to predict monsoon rainfall. Therefore, it is essential for these models to correctly capture the phase fraction of clouds, which includes the proportions of liquid and ice. Ice particle formation in clouds occurs through primary ice production and secondary ice production (SIP). Most weather and climate models tend to overlook secondary SIP mechanisms, often only including rime-splintering. This oversight can introduce biases in the phase partitioning of mixed-phase clouds and monsoon rainfall predictions. In this study, we investigate the roles of three major SIP mechanisms: Hallett-Mossop (HM), droplet shattering (DS), and ice-ice collision (IIC) in mixed-phase monsoon clouds. This investigation is the first of its kind and was conducted using high-resolution simulations of mixed-phase convective clouds observed during the fourth phase of the Cloud Aerosol Interaction and Precipitation Enhancement Experiment (CAIPEEX) over a rain shadow region of India. The default cloud microphysical scheme, which originally included only the HM process, was modified to incorporate additional SIP mechanisms such as DS and IIC. The simulated cloud parameters, including liquid and ice water content and ice number concentration, showed good agreement with airborne measurements. Our findings indicate that IIC is the predominant SIP mechanism, contributing 90 % to the total ice production through SIP. The inclusion of the three SIP mechanisms resulted in an enhancement of ice concentration by three to four orders of magnitude at temperatures warmer than -20 °C. SIP significantly influenced various cloud parameters between 0 to −20 °C, including total ice number concentration, ice crystal mass, rimed mass, liquid water content, and phase fraction. It also influenced the Ice Water Path (IWP), Liquid Water Path (LWP), and cloud top temperature. The rates of several mixed-phase processes were also affected by the SIP mechanisms. Overall, SIP led to a 15 % reduction in accumulated surface precipitation. • Ice-ice collision (IIC) is the main secondary ice production (SIP) mechanism, contributing up to 90% of total SIP in simulated clouds. • SIP mechanisms (HM, DS, IIC) boost ice concentration by 3-4 orders of magnitude at temperatures warmer than −20°C. • SIP affects cloud parameters (ice concentration, crystal mass, rimed mass, liquid water) and reduces surface precipitation by 25%.

Atmospheric ResearchVol. 315
Karlsruhe Institute of Technology (DE), Indian Institute of Tropical Meteorology (IN), Lund University (SE), National and Kapodistrian University of Athens (GR), Ministry of Earth Sciences (IN), Savitribai Phule Pune University (IN)
Ministry of Earth Sciences
Climate action
Openalex Percentile: Top 22%
Atmospheric aerosols and clouds
1.13
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.