The Limits of Matter and Intelligence

We push matter to its physical limits to redefine what computing hardware can be.

Information is physical, and intelligence begins in matter. We work in emerging materials — ferroelectrics and beyond-silicon semiconductors — where defects, interfaces, and polarization stop being imperfections and start being the mechanism. We call this ferroelectronics: electronics built on switchable polarization rather than charge alone.

Layered glowing material stack on an atomic lattice with blue wave patterns

Our Research Directions

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Ferroelectric NAND Storage

Ferroelectric RAM and BEOL Memory

Advanced Logic Transistors

Defects and Reliability

Microstructure and Interfaces

Selected Publications

77

P. Venkatesan, C. Li, A. Padovani, Z. Wang, H. Jayasankar, P. Ravikumar, M. Nabian, K. Tangsali, S. Nidhan, J. Vamaraju, R. Cherukuri, P. Mathur, E. Piccinni, R. Foiera, R. Gaffetanu, K. A. Aabrar, S. Datta, S. Kalidindi, L. Larcher, A. Khan, Y. Wang, & G. Thareja. “VLPred: Accelerated Endurance Prediction Platform Enabled by AI Surrogates.” The 2025 IEEE International Electron Devices Meeting (IEDM 2025). https://doi.org/10.1109/iedm50572.2025.11353672

Youtube

Selected Publications

84

P. Ravikumar, P. Venkatesan, C. Park, N. Afroze, M. Tian, W. Chern, S. Datta, S. Yu, S. Mahapatra, and A. I. Khan, “The First Switch Effect in Ferroelectric Field-Effect Transistors,”IEEE Transactions on Device and Materials Reliability, vol, vol. 25, pp. 365–370, 2025. https://doi.org/10.1109/tdmr.2025.3576042

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P. G. Ravikumar, P. V. Ravindran, K. A. Aabrar, T. Song, S. G. Kirtania, D. Das, C. Park, N. Afroze, M. Tian, S. Yu, A. E. Islam, S. Datta, S. Mahapatra, & A. Khan. “Comprehensive time dependent dielectric breakdown (TDDB) characterization of ferroelectric capacitors under bipolar stress conditions.” The 2024 IEEE International Reliability Physics Symposium (IRPS 2024). https://doi.org/10.1109/irps48228.2024.10529414

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P. Ravikumar, A. Padovani, C. Park, P. Venkatesan, M. Desouky, S. Yu, L. Larcher, G. Thareja, K. Kim, K. Seo, K. Kim, W. Kim, W. Ha, & A. Khan. “Experimental Demonstration of Robust High Temperature Operation with 104 Endurance and Stable V at 125 ◦C Enabled by IL Scavenging in Si Th Channel FeFETs.” The 2025 IEEE International Electron Devices Meeting (IEDM 2025). https://doi.org/10.1109/iedm50572.2025.11353477

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P. Venkatesan, A. Padovani, L. Fernandes, P. G. Ravikumar, C. Park, H. Tran, Z. Wang, H. Jayasankar, A. Garlapati, T. Song, H. Chen, W. Chern, Z. Wang, K. Kim, J. Woo, S. Lim, K. Kim, W. Kim, D. Ha, S. Yu, S. Datta, L. Larcher, G. Thareja, A. Khan, “Enhanced memory performance in ferroelectric NAND applications: The role of tunnel dielectric position for robust 10-year retention,” in Proceedings of the IEEE International Reliability Physics Symposium (IRPS), Apr. 2025. (Best student paper award) https://doi.org/10.1109/irps48204.2025.10982749

35

Z. Wang, N. Tasneem, J. Hur, H. Chen, S. Yu, W. Chern, A. I. Khan, “Stand by bias improvement of read after write delay in ferroelectric field effect transistors.” The 67th IEEE International Electron Devices Meeting (IEDM 2021), pages 19.3.1–19.3.4 (2021). https://doi.org/10.1109/iedm19574.2021.9720502

Youtube

Selected Publications

98

N. Afroze, H. Fahrvandi, G. Ren, P. Kumar, C. Nelson, S. Lombardo, M. Tian, P.-C. Lee, J. Chen, M. Noor, K. Chae, S. Kang, P. V. Ravindran, M. Bergschneider, G. Y. Jung, P. Omprakash, G. K. Ligonde, N. Tasneem, D. Triyoso, S. Consiglio, K. Tapily, R. Clark, G. Leusink, J. Ravichandran, S. Yu, A. Lupini, A. Kummel, K. Cho, D.-H. Choe, N. Bassiri-Gharb, J. Kacher, R. Mishra, J. H. Lee, and A. I. Khan, “Sub-nm2 ferroelectric domains via charged 180 degree walls in ZrO2,” arXiv, 2025. https://arxiv.org/abs/2507.18920

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P. Venkatesan, Y. Chen, T. P. O’Neill, H. L. Chan, H. Jayasankar, P. Ravikumar, Z. Wang, S. B. Fields, M. K. Lenox, W. A. Hubbard, A. Padovani, L. Larcher, G. Thareja, S. Yu, J. F. Ihlefeld, W. Kim, D. Ha, B. C. Regan, & A. Khan. “Direct Observation of Nanoscale Polarization Switching in HZO Ferroelectrics Using STEM-EBIC.” The 2025 IEEE International Electron Devices Meeting (IEDM 2025). https://doi.org/10.1109/iedm50572.2025.11353770

65

N. Tasneem, H. Kashyap, K. Chae, C. Park, P. C. Lee, S. F. Lombardo, N Afroze, M. Tian, H. Kumarasubramanian, J. Hur, H. Chen, W. Chern, S. Yu, P. Bandaru, J. Ravichandran, K. Cho, J. Kacher, A. C. Kummel, and A. I. Khan. “Remote Oxygen Scavenging of the Interfacial Oxide Layer in Ferroelectric Hafnium–Zirconium Oxide-Based Metal–Oxide–Semiconductor Structures.”.ACS Applied Materials & Interfaces, vol. 14, no. 38, pp. 43897–43906, 2022. https://doi.org/10.1021/acsami.2c11736

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N. Tasneem, Y. M. Yousry, M. Tian, M. Dopita, S. E. Reyes-Lillo, J. Kacher, N. Bassiri-Gharb, A. I. Khan. “A Janovec-Kay-Dunn-Like Behavior at Thickness Scaling in Ultra-Thin Antiferroelectric ZrO 2 Films.”Advanced Electronic Materials. vol. 7, pp. 2100485–1–2100485–9, 2021. https://doi.org/10.1002/aelm.202100485

Youtube

Selected Publications

96

L. Fernandes, S. Wodzro, P. Venkatesan, P. Ravikumar, M.-Y. Lee, M. Shon, D. Chakraborty, T. Song, S. Kang, S. Soliman, M. Tian, J. Yeager, J. Adler, J. Chen, Z. Wang, D. Wolfe, S. Yu, A. Padovani, S. Datta, B. Ray, and A. I. Khan, "Enabling Radiation Hardness in Solid-State NAND Storage Utilizing a Laminated Ferroelectric Stack, "Nano Letters, vol. 26, no. 10, pp. 3390–3397, 2026. https://doi.org/10.1021/acs.nanolett.5c05947

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P. Venkatesan, L. Fernandes, S. Kang, P. Ravikumar, T. Song, C. Park, D. Das, K. H. P. Kim, K. Seo, K. Kim, K. Ni, A. Padovani, M. Pakala, L. Larcher, G. Thareja, W. Kim, D. Ha, and A. I. Khan, "Pushing the limits of NAND technology scaling with ferroelectrics, ".MRS Bulletin, vol. 50, pp. 1094–1107, 2025. https://doi.org/10.1557/s43577-025-00991-y

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P. Venkatesan, C. Park, T. Song, L. Fernandes, D. Das, N. Afroze, P. Ravikumar, M. Tian, H. Chen, W. Chern, K. Kim, J. Woo, S. Lim, K. Kim, W. Kim, D. Ha, S. Mahapatra, S. Yu, S. Datta, & A. Khan. “Disturb and its mitigation in Ferroelectric Field-Effect Transistors with Large Memory Window for NAND Flash Applications.”IEEE Electron Device Letters, vol. 45, no. 12, pp. 2367–2370, 2024. (Editor’s Pick). https://doi.org/10.1109/led.2024.3467210

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L. Fernandes, P. V. Ravindran, T. Song, D. Das, C. Park, N. Afroze, M. Tian, H. Chen, W. Chern, K. Kim, J. Woo, S. Lim, K. Kim, W. Kim, D. Ha, S. Yu, S. Datta, & A. Khan. “Material Choices for Tunnel Dielectric Layer and Gate Blocking Layer for Ferroelectric NAND Applications.”IEEE Electron Device Letters, vol. 45, no. 10, pp. 1776–1779, 2024. https://doi.org/10.1109/led.2024.3437239

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D. Das, H. Park, Z. Wang, C. Zhang, P. Venkatesan Ravindran, C. Park, N. Afroze, P.-K. Hsu, M. Tian, H. Chen, W. Chern, S. Lim, K. Kim, K. Kim, W. Kim, D. Ha, S. Yu, S. Datta, & A. Khan, “Trap Experimental demonstration and modeling of a ferroelectric gate stack with a tunnel dielectric insert for NAND applications.” The 2023 IEEE International Electron Devices Meeting (IEDM 2023), pages 12.4.1–12.4.4 (2023). https://doi.org/10.1109/iedm45741.2023.10413697

Patents

03

L. Fernandes, A. I. Khan, and S. Datta, “1 Mrad Total Ionizing Dose (TID) Immunity in Laminated FeFETs for Rad-Hard V-NAND Storage Applications,” U.S. Provisional Application No. 63/908,404, filed Oct. 30, 2025.

05

K. Kim, P. V. Ravindran, A. I. Khan, K. Kim, W. Kim, J. Woo, S. Lim, D. Ha, H. Chen, L. Fernandes, M. Tian, N. Afroze, P. G. Ravikumar, S. Yu, S. Datta, W. Chern, “Disturb Mitigation Scheme for Ferroelectric Field-Effect Transistors,” U.S. Patent Application 19/322,156, filed March 12, 2026.

01

K. Kim, D. Das, K. Kim, W. Kim, S. Lim, D. Ha, A. I. Khan, C. Zhang, C. Park, H. Chen, H. Park, M. Tian, N. Afroze, P. Hsu, P. V. Ravindran, S. Yu, S. Datta, W. Chern, and Z. Wang, “Ferroelectric Gate Stack with Tunnel Dielectric Insert for NAND Applications,” U.S. Patent Application 18/815,936, filed Aug. 27, 2024.

Related Youtube Videos

Selected Publications

44

A. I. Khan, A. Keshavarzi, and S. Datta. “The future of ferroelectric field-effect transistor technology.”Nature Electronics, vol. 3, pp. 588–597, 2020. —Industry-focused, review article laying the promises and challenges of ferroelectric materials in advanced microelectronics for Big Data and data-centring computing applications. —Editorial at Nature Electronics: “Time to switch to ferroelectronics?”. https://doi.org/10.1038/s41928-020-00492-7

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N. Afroze, A. Padovani, J. Choi, P. G. Ravikumar, Y. H. Kuo, C. Zhang, T. Song, M. Tian, E. Sarkar, M. Noor, P. V. Ravindran, K. A. Aabrar, B. Yildiz, S. Mahapatra, A. Kummel, K. Cho, S. Yu, S. Datta, J. H. Lee, L. Larcher, G. Thareja, & A. Khan. “Self-Healing Ferroelectric Capacitors with 1000x Endurance Improvement at High Temperatures(85–125◦C).”The 2024IEEEInternational Electron Devices Meeting (IEDM 2024), pages 4.3.1–4.3.4 (2024). https://doi.org/10.1109/iedm50854.2024.10873595

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D. Das, P. V. Ravindran, C. Park, N. Tasneem, Z. Wang, H. Chen, W. Chern, S. Yu, S. Datta, and A. I. Khan, A. “A Ge-Channel Ferroelectric Field Effect Transistor with Logic-Compatible Write Voltage.”IEEE Electron Device Letters, vol. 44, no. 2, pp. 257–260, 2023. https://doi.org/10.1109/led.2022.3231123

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Z. Wang, B. Crafton, J. Gomez, R. Xu, A. Luo, Z. Krivokapic, L. Martin, S. Datta, A. Raychowdhury, A. I. Khan, “Experimental Demonstration of Ferroelectric Spiking Neuronsfor Unsupervised Clustering,” The 64th International Electron Devices Meeting (IEDM 2018), 13.3.1–13.3.4 (2018). https://doi.org/10.1109/iedm.2018.8614586

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Y.-H. Kuo, C. Zhang, P. G. Ravikumar, S. Kang, T. Song, M. A. Villena, L. Larcher, H. Kim, M. Hong, P. Yun, G. Thareja, S. Yu, D. Ha, S. Datta, J. E. Medvedeva, & A. I. Khan. “Experiments and Modeling of Defect Dynamics and BTI in Doped In O TFTs Undergoing Densification during 400 ◦C Post-BEOL Forming Gas Annealing (FGA).” The 2025 IEEE International Electron Devices Meeting (IEDM 2025). https://doi.org/10.1109/iedm50572.2025.11353585

Patents

02

A. I. Khan, W. Chern, Y.-C. Luo, N. Tasneem, Z. Wang, and S. Yu, “Methods of operating ferroelectric (Fe)FET based non-volatile memory circuits and related control circuits,” U.S. Patent No. US12200942B2, filed 12/08/2022, granted 01/14/2025.

04

D. Ha, P. Yoon, H. Kim, M. Hong, S. Datta, A. I. Khan, and Y.-H. Kuo, “Hybrid HfO2/Al2O3 Capping Layer for Hydrogen-Resilient Oxide Semiconductor TFTs (OS-TFTs) under High-Temperature Forming Gas Anneal (FGA),” Korean Patent Application No. IE-202512-058-1-KR0, 2026.

02

N. Afroze, A. I. Khan, P. V. Ravindran, Y.-H. Kuo, J. Sharda, S. Yu, E. Sarkar, S. Datta, and S. Soliman, “Self-Healing Ferroelectric Capacitors with Endurance Improvement at High Temperatures,” U.S. Patent Application No. 19/381,890, filed Nov. 6, 2025.

Youtube

Selected Publications

94

T. Song, S. Kang, Y.-H. Kuo, J. Chen, L. Fernandes, N. Afroze, M. Tian, H. W. Baac, C. Shin, and A. I. Khan, “Hf/Zr Superlattice-Based High-κ Gate Dielectrics with Dipole Layer Engineering for Advanced CMOS,”ACS Nano, vol. 20, pp. 2092–2103, 2026. https://doi.org/10.1021/acsnano.5c15062

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M. Hoffmann, Z. Wang, N. Tasneem, A. Zubair, P. V. Ravindran, M. Tian, A. Gaskell, D. Triyoso, S. Consiglio, K. Tapily, R. Clark, J. Hur, S. Pentapati, S. K. Lim, M. Dopita, S. Yu, W. Chern, J. Kacher, S. E. Reyes-Lillo9, D. Antoniadis, J. Ravichandran, S. Slesazeck, T. Mikolajick, and A. I. Khan. “Antifer- roelectric negative capacitance from a structural phase transition in zirconia.”Nature Communications, vol. 13, pp. 1–8, 2022. —Reported the discovery of negative capacitance in an antiferroelectric material. https://doi.org/10.1038/s41467-022-28860-1

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N. Tasneem, P. V. Ravindran, Z. Wang, J. Gomez, J. Hur, S. Yu, S. Datta, and A. I. Khan. “Differential charge boost in hysteretic ferroelectric–dielectric heterostructure capacitors at steady state.”Applied Physics Letters. 118 (12), 122901–1–122901–5 (2021). https://doi.org/10.1063/5.0035880

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P. V. Ravindran, P. G. Ravikumar, & A. Khan. “Conditions for Domain-Free Negative Capacitance.”IEEE Transactions on Electron Devices, vol. 70, no. 8, pp. 4493–4496, 2023. https://doi.org/10.1109/ted.2023.3278617

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M. Hoffmann, P. V. Ravindran, and A. I. Khan. “Why Do Ferroelectrics Exhibit Negative Capaci- tance?”.Materials 3743–1–3743-.8 (2019). (invited review). https://doi.org/10.3390/ma12223743