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Database frameworks and management are critical aspects in realizing accelerated materials discovery in the era of Industry 4.0. Our Studying-polymers-on-a-chip (SPOC) platform integrates experimental automationAutomation within a direct-ink write platform to scan formulation sweeps across a solid polymer electrolyte material system with good data practices. Data is then integrated into a database where automated analysis and data processing are scripted enabling data analytics at large scale. Then the resulting datasets are further cleaned using a combination of tools and domain expertise which ensure high-quality data where meaningful insights can be derived from. The work described herein demonstratesHigh-throughput screening our approachEnergy storage towards high-throughput combinatorial screening using automation and large-scale data analytics.

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Towards High-Throughput Materials Advancement: Thinking About Database Management in Our Studying-Polymers-on-a-Chip (SPOC) Platform

  • 会议论文

  • 发表日期：

    2025年

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  • J. C. Jimenez,
  • M. Marufu,
  • K. E. Rivadeneira Velasco,
  • B. Au,
  • R. W. Cerda,
  • N. Ojal,
  • M. Wood,
  • Y. Xiao,
  • A. E. Gongora,
  • J. J. Schwartz

摘要

Database frameworks and management are critical aspects in realizing accelerated materials discovery in the era of Industry 4.0. Our Studying-polymers-on-a-chip (SPOC) platform integrates experimental automationAutomation within a direct-ink write platform to scan formulation sweeps across a solid polymer electrolyte material system with good data practices. Data is then integrated into a database where automated analysis and data processing are scripted enabling data analytics at large scale. Then the resulting datasets are further cleaned using a combination of tools and domain expertise which ensure high-quality data where meaningful insights can be derived from. The work described herein demonstratesHigh-throughput screening our approachEnergy storage towards high-throughput combinatorial screening using automation and large-scale data analytics.