climate-projection

Automate CMIP6-based climate-change assessment for VIC hydrological models.

1|Updated Mar 31, 2026
One-click install
npx skills add https://github.com/lzwei196/KISS---Knowledge-Infrastructure-for-Scientific-Simulation --skill climate-projection
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: climate-projection
Source: https://github.com/lzwei196/KISS---Knowledge-Infrastructure-for-Scientific-Simulation/tree/main/models/Climate_Projection
Command: npx skills add https://github.com/lzwei196/KISS---Knowledge-Infrastructure-for-Scientific-Simulation --skill climate-projection

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill provides an end-to-end workflow for assessing climate-change impacts on VIC hydrological models by automatically extracting CMIP6 data, computing delta-change signals, generating future VIC forcing, and running a multi-model ensemble analysis.

Core Features & Use Cases

  • Two data extraction paths: China-local CMIP6 data (26 models) or global NASA NEX-GDDP-CMIP6 API (34 models).
  • Delta-change workflow: compute monthly deltas for precipitation (ratio) and temperature (additive) to drive VIC forcing.
  • Ensemble analysis: run VIC across multiple models and SSPs to compare historical vs future hydrology and support risk assessment.

Quick Start

Run climate change projections for a selected basin using CMIP6 data and VIC forcing.

Frequently Asked Questions about climate-projection

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate CMIP6 climate projections for a VIC hydrological model?

Automate CMIP6 climate projections for VIC by extracting GCM data, computing delta-change signals, generating future forcing, and running multi-model ensembles. This Skill handles the end-to-end workflow for basins configured with CMFD or MSWX forcing.

What is the delta-change method for generating future VIC forcing?

The delta-change method computes monthly precipitation ratios and additive temperature deltas from CMIP6 data. These deltas are applied to historical VIC forcing to generate future climate scenarios for hydrological modeling.

Can I use NASA NEX-GDDP-CMIP6 data for global VIC ensemble analysis?

Yes, you can use the NASA NEX-GDDP-CMIP6 API to extract data from 34 global models for VIC ensemble analysis. Alternatively, local China CMIP6 data from 26 models is supported for regional assessments.

How do I run a multi-model ensemble climate assessment using CMIP6?

Run multi-model ensemble climate assessments by executing VIC across multiple CMIP6 models and SSPs. The workflow compares historical versus future hydrology to support climate risk assessment for your selected basin.

Does this VIC climate projection workflow require CMFD forcing data?

CMFD forcing data is required for China-local basins, while MSWX forcing supports global applications. The Skill is configured for basins worldwide where VIC is set up with these specific forcing datasets.

What are the limitations of using delta-change for VIC climate projections?

Delta-change methodology preserves historical climate variability while shifting mean precipitation and temperature. It does not capture changes in extreme events or storm frequency, limiting its use for non-stationary climate impact assessments in VIC.