Satellite Observation Q&A Dataset for Convective Initiation Diagnosis

#visual question answering #meteorological reasoning #uncertainty assessment #satellite weather monitoring #convective initiation diagnosis #severe weather analysis

5000
0.3GB
JSON
CATL
MOBIUSI INC

Updated:2026-10-14

AI Analysis & Value Prop

This dataset turns meteorological satellite time-series clues, such as cloud development, cooling cloud tops, and localized cloud expansion, into diagnostic question-and-answer examples focused on possible triggers of new convection. Each record covers the observed clues, a diagnostic question, a possible mechanism, conclusions supported by the observations, unresolved factors, and the reasoning process, while distinguishing observations from inferences. It supports abductive reasoning research in satellite meteorology, reasoning SFT, model evaluation, and diagnostic Q&A system development.

Dataset Insights

Sample Examples

{}

Technical Specifications

Field	Type	Description
file_name	string	File name
uncertain_factors	string	Lists factors that cannot be confirmed from the available satellite observations, possible alternative explanations, or evidence needed for further assessment.
diagnostic_question	string	Asks about possible convective triggering mechanisms based on the satellite observation clues.
diagnostic_reasoning	string	Explains how the time-series observation clues lead to a possible trigger mechanism and distinguishes observed facts from inferences.
supported_conclusions	string	Lists conclusions directly supported by the satellite observation clues and explains their evidential basis.
inferred_trigger_mechanism	string	States a possible mechanism for newly developing convection based on the clues, without presenting the inference as a confirmed fact.
satellite_observation_clues	string	Describes time-series satellite observations, including cloud development, cloud-top cooling, and localized cloud expansion.

Compliance Statement

Authorization Type	Proprietary - Commercial AI Training License (No Redistribution)
Commercial Use	Requires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and Anonymization	No PII, no real company names, simulated scenarios follow industry standards
Compliance System	Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

What does the dataset contain?: It covers satellite time-series clues such as cloud development, cooling cloud tops, and localized cloud expansion. Records include a diagnostic question, possible trigger mechanisms, observation-supported conclusions, unresolved factors, and the reasoning process.

How does it distinguish observations from inferred mechanisms?: Records separate the observed clues, conclusions those clues support, and possible trigger mechanisms. They also identify uncertainties or alternative explanations so that an inference is not presented as an established fact.

What are suitable use cases?: The dataset can support abductive reasoning research in meteorological satellite remote sensing, reasoning SFT, model evaluation, and prototyping diagnostic Q&A systems for convective initiation. Model outputs should be treated as analytical support and checked against other observations or expert judgment.

How can I access the data, and what are the licensing terms?: Refer to the product page for the available download method, data format, and license terms. Before use, verify the permitted scope, attribution requirements, and whether commercial use is allowed; no specific license or file format is stated in this description.

Can't find the data you need?

Post a request and let data providers reach out to you.

Get this Dataset

Verified for Enterprise Use

Cite this Work

@dataset{Mobiusi2026,
  title={Satellite Observation Q&amp;A Dataset for Convective Initiation Diagnosis},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/abdde09816b7d28222858b9b48302cc9},
  urldate={2026-10-09},
  keywords={satellite observation dataset, convective initiation diagnosis, meteorological satellite data, convection triggering, abductive reasoning, cloud-top cooling, reasoning SFT, meteorological Q&amp;A},
  version={1.0}
}

Using this in research? Please cite us.

placeholder

Products

Scene

Domain

Modality

Task

Satellite Observation Q&amp;A Dataset for Convective Initiation Diagnosis