Research

The Starrydata project curates data across 12 research fields. Each project focuses on specific material properties and systematically extracts experimental data from published plots.

Thermoelectric Materials

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Comprehensive curation of thermoelectric materials data — covering Bi₂Te₃, PbTe, SnSe, half-Heuslers and more — from room temperature up to high-temperature regimes. The largest project in Starrydata.

Primary data collected

  • Temperature vs Seebeck coefficient
  • Temperature vs Thermal conductivity
  • Temperature vs ZT
  • Temperature vs Electrical resistivity / conductivity
  • Temperature vs Power factor

Low Thermal Conductivity Materials

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Low-thermal-conductivity materials relevant to insulation and thermoelectrics. Focused on systems with strong phonon scattering — clathrates, Zintl phases, skutterudites — and their temperature dependence.

Primary data collected

  • Temperature vs Thermal conductivity
  • Temperature vs Seebeck coefficient
  • Temperature vs ZT

High Thermal Conductivity Materials

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Heat-dissipation candidates such as diamond, BN, SiC. Temperature-dependent thermal conductivity is systematized for thermal management and next-generation semiconductor packaging.

Primary data collected

  • Temperature vs Thermal conductivity
  • Temperature vs Seebeck coefficient
  • Temperature vs ZT

Battery Materials

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Electrochemical data of next-generation secondary battery materials. Through charge–discharge curves, cycle stability, and rate capability, we systematize capacity, voltage profile, and degradation behavior.

Primary data collected

  • Discharge capacity vs Voltage
  • Charge capacity vs Voltage
  • Cycle number vs Discharge capacity
  • C rate vs Discharge capacity
  • Time vs Voltage

Solid-State Battery Materials

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Next-generation solid-state batteries with sulfide and oxide electrolytes. Charge–discharge profiles and cycling behavior are systematized for emerging material systems.

Primary data collected

  • Discharge capacity vs Voltage
  • Charge capacity vs Voltage
  • Cycle number vs Discharge capacity

Air Battery Materials

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Air battery materials targeting high energy density. Curating charge–discharge data for cathodes and catalysts.

Primary data collected

  • Discharge capacity vs Voltage
  • Charge capacity vs Voltage
  • Cycle number vs Discharge capacity

Magnetic Materials

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Magnetic materials including permanent, soft, and rare-earth magnets. We focus on field-dependent magnetization (hysteresis loops) and temperature-dependent magnetization, enabling extraction of coercivity, remanence, and Curie temperature.

Primary data collected

  • Magnetic field strength (H) vs Magnetization
  • Temperature vs Magnetization
  • Temperature vs Magnetic susceptibility

Dielectric Materials

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Dielectric properties of ferroelectrics and capacitor materials. We systematize temperature and frequency dependence of permittivity (ε′) and loss (tanδ), enabling analysis of phase transitions and polarization behavior.

Primary data collected

  • Temperature vs Dielectric permittivity (ε′)
  • Temperature vs Dielectric loss (tanδ)
  • Electric field vs Polarization

Piezoelectric Materials

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Piezoelectric materials such as PZT and KNN-based systems. We curate polarization–field hysteresis (PE loops), strain–field butterfly curves, and temperature-dependent permittivity.

Primary data collected

  • Electric field vs Polarization
  • Electric field vs Strain
  • Temperature vs Dielectric permittivity

Condensed Matter

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Foundational data for exploratory studies of novel materials. Temperature-dependent resistivity, Seebeck coefficient, and thermal conductivity span a broad range — including low-temperature phenomena such as superconductivity, CDW, and Kondo effect.

Primary data collected

  • Temperature vs Electrical resistivity
  • Temperature vs Seebeck coefficient
  • Temperature vs Thermal conductivity
  • Temperature vs Power factor

Hypermaterials (Quasicrystals)

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Quasicrystals and their approximants — materials with long-range order but no periodicity. We focus on resistivity, susceptibility, and Seebeck coefficient from low to room temperature.

Primary data collected

  • Temperature vs Electrical resistivity
  • Temperature vs Magnetic susceptibility
  • Temperature vs Seebeck coefficient

Resistor Materials

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Resistor materials for electronic components. We curate temperature-dependent resistivity and temperature coefficient of resistivity (TCR) required for circuit design.

Primary data collected

  • Temperature vs Electrical resistivity
  • Electrical resistivity vs Temperature coefficient of resistivity (TCR)
  • Temperature vs Electrical conductivity