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12 +
Peer- reviewed
publication 
4
Journals - ACS, Elsevier, Wiley and more
Years of ML research
6+

Featured ML Papers

ACS Appl. Matter. Interfaces
2023


Probing the Low Frequency Response of Impedance Spectroscopy of Halide Perovskite Single Crystals using Machine Learning

Used ML to interpret complex electrical measurements, cutting analysis time significantly

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Journal of Physical Chemistry C
2023


Deconvoluting the Impedance Response of Halide Perovskite Single Crystals: The Distribution of Relaxation Time Method

New ML based method to separate overlapping signals in perovskite characterization


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Solar Energy
2023


A machine learning framework for predicting device performance in 2D metal halide perovskite photodetector

End-to-end ML pipeline to predict device performance without running every experiment


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Top Publications

Research & Publications

  1. N. Parikh et al., Role of spacer cation on the growth and Crystal Orientation of Two-Dimensional Perovskite, Sustain. Energy Fuels. 5 (2021) 1255–1279. 

  2. N. Parikh et al., Two-dimensional halide perovskite single crystals: principles and promises, Emergent Mater. (2021) 1–16. 

  3. N. Parikh et al., Is machine learning redefining the perovskite solar cells?, J. Energy Chem. 66 (2022) 74–90.

  4. N. Parikh et al., Band Alignment and Carrier Recombination Roles on the Open Circuit Voltage of ETL-Passivated Perovskite Photovoltaics, Int. J. Energy Res. 46 (5), (2021) 6022-6030 

  5. N. Parikh et al., Recent Progress of Light Intensity Modulated Small Perturbation Techniques in Perovskite Solar Cells, pss RRL (2021) 2100510

  6. N. Parikh et al., Investigation on the facet dependent anisotropy in halide perovskite single crystals, J. Phys. Chem. C. (2022) 8906-8912 

  7. N. Parikh et al., Rationalizing the Effect of Polymer-Controlled Growth of Perovskite Single Crystals on Optoelectronic Properties, ACS Omega (2022) 7, 41, 36535–36542 

  8. N. Parikh et al., Identifying Dominant Recombination Centre in Spiro-based Conventional Perovskite Solar Cells: Roles of interface and bulk Recombination, Energy Reports.(2022) 7957-7963 

  9. N. Parikh et al., Role of Heterocyclic Organic Compounds on the Optoelectronic Properties of Halide Perovskite Single Crystals, ACS Appl. Energy Mater. (2022) 

  10. N. Parikh et al., Probing the Low Frequency Response of Impedance Spectroscopy of Halide Perovskite Single Crystals using Machine Learning, ACS Appl. Mater. Interfaces (2023) 

  11. N. Parikh* et al., Deconvoluting the Impedance Response of Halide Perovskite Single Crystals: The Distribution of Relaxation Time Method, The Journal of Physical Chemistry C 127 (24), 11609-11615.

  12. N. Parikh* et al. A machine learning framework for predicting device performance in 2D metal halide perovskite photodetector, Solar Energy 270, 112399.

Contact

For collaborations in machine learning and physical systems, feel free to reach out.

Ahmedabad, India

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