Xia Hua

Work

• Builds AI data systems and analytical tools for battery engineering.
• Works with battery telemetry, BMU measurements, lab-device metrics and engineering logs to make pipelines, dashboards and models.
• Worked with BMU metrics, TI gauge measurements, lab simulations and A/B testing in contractor work with Apple-related teams.
• Processed more than 5 TB of daily battery logs from lab and field sources in contractor work with Apple-related teams.
• Applied clustering to battery data and built ingestion pipelines at IQHi Battery Inc.
• Developed CircleCI and Jenkins workflows and prepared weekly EV battery performance reports at IQHi Battery Inc.
• Modeled 18650 battery-pack behavior and developed MongoDB import workflows at IQHi Battery Inc.
• Worked on logistic-regression battery life-expectancy modeling and multivariate testing for range estimates at IQHi Battery Inc.
• Photographs weddings and events.

www.linkedin.com · 2026-10-21

• Developed data pipelines for Lucid Motors test and validation labs.

Projects

• Helped manage a battery data ecosystem bringing multiple telemetry sources into analytical workflows.
• Developed a Streamlit Data Interpretation App for engineers to filter and visualize more than 3 billion rows of weekly battery data.
• Built Snowflake ingestion pipelines and Tableau dashboards for battery metrics.
• Built Auto_ACNH, tooling for Nintendo Switch controller emulation over Bluetooth.
• Built Small_Little_Cage, a dynamic iptables SSH protector.
• Built DiVERE, a color-correction tool for color negative scans.

Writing

• Co-authored a 2020 paper on lithium-ion battery state-of-health prediction using electrochemical impedance spectroscopy and artificial neural networks.

Education

• Studied Information Studies at Trine University.
• Studied Computer Science at the University of California, Riverside.
• Studied Computer Information Systems at De Anza College.

Interests

• Is open to discussing battery data, applied AI and engineering systems.