Publications

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10.

Johannes Ender; Roberto Lacerda de Orio; Wolfgang Goes; Viktor Sverdlov

Towards Efficient SOT-assisted STT-MRAM Cell Switching using Reinforcement Learning Proceedings Article

In: Proceedings of the International Conference on Large-Scale Scientific Computations (LSSC), pp. 1, 2023, (talk: International Conference on Large-Scale Scientific Computations (LSSC), Sozopol, Bulgaria; 2023-06-04 -- 2023-06-09).

Links | BibTeX | Tags: reinforcement learning, SOT-assisted STT-MRAM

9.

Johannes Ender; Roberto Orio; Simone Fiorentini; Siegfried Selberherr; Wolfgang Goes; Viktor Sverdlov

Reinforcement Learning to Reduce Failures in SOT-MRAM Switching Proceedings Article

In: Proceedings of the IEEE International Symposium on the Physical and Failure Analysis of Integrated Circuits (IPFA), 2021, ISBN: 978-1-6654-3988-6, (talk: IEEE International Symposium on the Physical and Failure Analysis of Integrated Circuits (IPFA), Singapore; 2021-09-15 -- 2021-10-15).

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

8.

Johannes Ender; Roberto Orio; Viktor Sverdlov

Enhancing SOT-MRAM Switching Using Machine Learning Proceedings Article

In: Proceedings of the Silvaco Users Global Event (SURGE), pp. 1, 2021, (invited; talk: Silvaco Users Global Event (SURGE), Santa Clara, CA, USA - virtual; 2021-10-14).

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

7.

Johannes Ender; Roberto Orio; Simone Fiorentini; Siegfried Selberherr; Wolfgang Goes; Viktor Sverdlov

Improving Failure Rates in Pulsed SOT-MRAM Switching by Reinforcement Learning Journal Article

In: Microelectronics Reliability, vol. 126, pp. 114231-1–114231-5, 2021.

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

6.

Johannes Ender; Roberto Orio; Simone Fiorentini; Siegfried Selberherr; Wolfgang Gös; Viktor Sverdlov

Improving Failure Rates in Pulsed SOT-MRAM Switching by Reinforcement Learning Proceedings Article

In: Proceedings of the 32nd European Symposium on the Reliability of Electron Đevices, Failure Physics and Analysis, pp. 1–4, 2021, ISSN: 0026-2714, (talk: European Symposium on Reliability of Electron Đevices, Failure Physics and Analysis (ESREF), Bordeaux, France; 2021-10-04 -- 2021-10-07).

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

5.

Johannes Ender; Roberto Orio; Simone Fiorentini; Siegfried Selberherr; Wolfgang Goes; Viktor Sverdlov

Reinforcement Learning Approach for Sub-Critical Current SOT-MRAM Proceedings Article

In: Proceedings of the International Conference on Simulation of Semiconductor Processes and Devices (SISPAD), 2021, (talk: International Conference on Simulation of Semiconductor Processes and Devices (SISPAD), Dallas, Texas (USA); 2021-09-27 -- 2021-09-29).

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

4.

Johannes Ender; Simone Fiorentini; Viktor Sverdlov; Wolfgang Goes; Roberto Orio; Siegfried Selberherr

Reinforcement Learning Approach for Deterministic SOT-MRAM Switching Proceedings Article

In: Proceedings of SPIE Spintronics, pp. 11805-53, 2021, (invited; talk: SPIE Spintronics, San Diego, CA, USA - virtual; 2021-08-01 -- 2021-08-05).

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

3.

Johannes Ender; Roberto Orio; Simone Fiorentini; Siegfried Selberherr; Wolfgang Goes; Viktor Sverdlov

Reinforcement Learning Approach for Deterministic SOT-MRAM Switching Journal Article

In: Proceedings of SPIE, vol. 11805, pp. 1180519-1–1180519-8, 2021, (invited).

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

2.

Roberto Orio; Johannes Ender; Simone Fiorentini; Wolfgang Goes; Siegfried Selberherr; Viktor Sverdlov

Two-Pulse Switching Scheme and Reinforcement Learning for Energy Efficient SOT-MRAM Simulations Journal Article

In: Solid-State Electronics, vol. 185, pp. 108075, 2021, (invited).

Links | BibTeX | Tags: reinforcement learning, SOT-MRAM

1.

Roberto Orio; Johannes Ender; Simone Fiorentini; Wolfgang Goes; Siegfried Selberherr; Viktor Sverdlov

Optimization of a Spin-Orbit Torque Switching Scheme Based on Micromagnetic Simulations and Reinforcement Learning Journal Article

In: Micromachines, vol. 12, no. 4, pp. 443, 2021.

Links | BibTeX | Tags: reinforcement learning, spin-orbit torque