Search Results - "Mehonić, Adnan"

Editorial: Welcome to APL Machine Learning by Mehonic, Adnan

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Silicon Oxide (SiOx): A Promising Material for Resistance Switching? by Mehonic, Adnan, Shluger, Alexander L., Gao, David, Valov, Ilia, Miranda, Enrique, Ielmini, Daniele, Bricalli, Alessandro, Ambrosi, Elia, Li, Can, Yang, J. Joshua, Xia, Qiangfei, Kenyon, Anthony J.

“…Interest in resistance switching is currently growing apace. The promise of novel high‐density, low‐power, high‐speed nonvolatile memory devices is appealing…”
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Memristors—From In‐Memory Computing, Deep Learning Acceleration, and Spiking Neural Networks to the Future of Neuromorphic and Bio‐Inspired Computing by Mehonic, Adnan, Sebastian, Abu, Rajendran, Bipin, Simeone, Osvaldo, Vasilaki, Eleni, Kenyon, Anthony J.

“…Machine learning, particularly in the form of deep learning (DL), has driven most of the recent fundamental developments in artificial intelligence (AI). DL is…”
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Multimodal transistors as ReLU activation functions in physical neural network classifiers by Surekcigil Pesch, Isin, Bestelink, Eva, de Sagazan, Olivier, Mehonic, Adnan, Sporea, Radu A.

“…Artificial neural networks (ANNs) providing sophisticated, power-efficient classification are finding their way into thin-film electronics. Thin-film…”
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Hardware implementation of memristor-based artificial neural networks by Aguirre, Fernando, Sebastian, Abu, Le Gallo, Manuel, Song, Wenhao, Wang, Tong, Yang, J. Joshua, Lu, Wei, Chang, Meng-Fan, Ielmini, Daniele, Yang, Yuchao, Mehonic, Adnan, Kenyon, Anthony, Villena, Marco A., Roldán, Juan B., Wu, Yuting, Hsu, Hung-Hsi, Raghavan, Nagarajan, Suñé, Jordi, Miranda, Enrique, Eltawil, Ahmed, Setti, Gianluca, Smagulova, Kamilya, Salama, Khaled N., Krestinskaya, Olga, Yan, Xiaobing, Ang, Kah-Wee, Jain, Samarth, Li, Sifan, Alharbi, Osamah, Pazos, Sebastian, Lanza, Mario

“…Artificial Intelligence (AI) is currently experiencing a bloom driven by deep learning (DL) techniques, which rely on networks of connected simple computing…”
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Resistive switching in silicon suboxide films by Mehonic, Adnan, Cueff, Sébastien, Wojdak, Maciej, Hudziak, Stephen, Jambois, Olivier, Labbe, Christophe, Garrido, Blas, Rizk, Richard, Kenyon, Anthony J.

“…We report a study of resistive switching in a silicon-based memristor/resistive RAM (RRAM)device in which the active layer is silicon-rich silica. The…”
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Recommended Methods to Study Resistive Switching Devices by Lanza, Mario, Wong, H.‐S. Philip, Pop, Eric, Ielmini, Daniele, Strukov, Dimitri, Regan, Brian C., Larcher, Luca, Villena, Marco A., Yang, J. Joshua, Goux, Ludovic, Belmonte, Attilio, Yang, Yuchao, Puglisi, Francesco M., Kang, Jinfeng, Magyari‐Köpe, Blanka, Yalon, Eilam, Kenyon, Anthony, Buckwell, Mark, Mehonic, Adnan, Shluger, Alexander, Li, Haitong, Hou, Tuo‐Hung, Hudec, Boris, Akinwande, Deji, Ge, Ruijing, Ambrogio, Stefano, Roldan, Juan B., Miranda, Enrique, Suñe, Jordi, Pey, Kin Leong, Wu, Xing, Raghavan, Nagarajan, Wu, Ernest, Lu, Wei D., Navarro, Gabriele, Zhang, Weidong, Wu, Huaqiang, Li, Runwei, Holleitner, Alexander, Wurstbauer, Ursula, Lemme, Max C., Liu, Ming, Long, Shibing, Liu, Qi, Lv, Hangbing, Padovani, Andrea, Pavan, Paolo, Valov, Ilia, Jing, Xu, Han, Tingting, Zhu, Kaichen, Chen, Shaochuan, Hui, Fei, Shi, Yuanyuan

“…Resistive switching (RS) is an interesting property shown by some materials systems that, especially during the last decade, has gained a lot of interest for…”
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Brains and bytes: Trends in neuromorphic technology by Mehonic, Adnan, Eshraghian, Jason

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Simulation of Inference Accuracy Using Realistic RRAM Devices by Mehonic, Adnan, Joksas, Dovydas, Ng, Wing H, Buckwell, Mark, Kenyon, Anthony J

“…Resistive Random Access Memory (RRAM) is a promising technology for power efficient hardware in applications of artificial intelligence (AI) and machine…”
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Complementary Metal‐Oxide Semiconductor and Memristive Hardware for Neuromorphic Computing by Rahimi Azghadi, Mostafa, Chen, Ying-Chen, Eshraghian, Jason K., Chen, Jia, Lin, Chih-Yang, Amirsoleimani, Amirali, Mehonic, Adnan, Kenyon, Anthony J., Fowler, Burt, Lee, Jack C., Chang, Yao-Feng

“…The ever‐increasing processing power demands of digital computers cannot continue to be fulfilled indefinitely unless there is a paradigm shift in computing…”
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Webinar Recap: Fostering a New Data Culture with APL Machine Learning by Eshraghian, Jason, Ding, Jennifer, Muilenburg, Jennifer, Mehonic, Adnan

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Nanoscale Transformations in Metastable, Amorphous, Silicon-Rich Silica by Mehonic, Adnan, Buckwell, Mark, Montesi, Luca, Munde, Manveer Singh, Gao, David, Hudziak, Stephen, Chater, Richard J., Fearn, Sarah, McPhail, David, Bosman, Michel, Shluger, Alexander L., Kenyon, Anthony J.

“…Electrically biasing thin films of amorphous, substoichiometric silicon oxide drives surprisingly large structural changes, apparent as density variations,…”
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Editorial: Focus issue on energy-efficient neuromorphic devices, systems and algorithms by Mehonic, Adnan, Frenkel, Charlotte, Vasilaki, Eleni

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badcrossbar: A Python tool for computing and plotting currents and voltages in passive crossbar arrays by Joksas, Dovydas, Mehonic, Adnan

“…Crossbar arrays are a popular solution when implementing systems that have array-like architecture. With the recent developments in the field of neuromorphic…”
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Memristive, Spintronic, and 2D‐Materials‐Based Devices to Improve and Complement Computing Hardware by Joksas, Dovydas, AlMutairi, AbdulAziz, Lee, Oscar, Cubukcu, Murat, Lombardo, Antonio, Kurebayashi, Hidekazu, Kenyon, Anthony J., Mehonic, Adnan

“…In a data‐driven economy, virtually all industries benefit from advances in information technology—powerful computing systems are critically important for…”
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Memristor-Based Edge Detection for Spike Encoded Pixels by Mannion, Daniel J, Mehonic, Adnan, Ng, Wing H, Kenyon, Anthony J

“…Memristors have many uses in machine learning and neuromorphic hardware. From memory elements in dot product engines to replicating both synapse and neuron…”
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Nonideality‐Aware Training for Accurate and Robust Low‐Power Memristive Neural Networks by Joksas, Dovydas, Wang, Erwei, Barmpatsalos, Nikolaos, Ng, Wing H., Kenyon, Anthony J., Constantinides, George A., Mehonic, Adnan

“…Recent years have seen a rapid rise of artificial neural networks being employed in a number of cognitive tasks. The ever‐increasing computing requirements of…”
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Silica: Nanoscale Transformations in Metastable, Amorphous, Silicon-Rich Silica (Adv. Mater. 34/2016) by Mehonic, Adnan, Buckwell, Mark, Montesi, Luca, Munde, Manveer Singh, Gao, David, Hudziak, Stephen, Chater, Richard J., Fearn, Sarah, McPhail, David, Bosman, Michel, Shluger, Alexander L., Kenyon, Anthony J.

“…Electrically biasing thin films of amorphous, substoichiometric silicon oxide drives surprisingly large structural changes, apparent as density variations,…”
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A nanoscale analysis method to reveal oxygen exchange between environment, oxide, and electrodes in ReRAM devices by Cox, Horatio R. J., Buckwell, Mark, Ng, Wing H., Mannion, Daniel J., Mehonic, Adnan, Shearing, Paul R., Fearn, Sarah, Kenyon, Anthony J.

“…The limited sensitivity of existing analysis techniques at the nanometer scale makes it challenging to systematically examine the complex interactions in…”
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Roadmap to neuromorphic computing with emerging technologies by Mehonic, Adnan, Ielmini, Daniele, Roy, Kaushik, Mutlu, Onur, Kvatinsky, Shahar, Serrano-Gotarredona, Teresa, Linares-Barranco, Bernabe, Spiga, Sabina, Savel’ev, Sergey, Balanov, Alexander G., Chawla, Nitin, Desoli, Giuseppe, Malavena, Gerardo, Monzio Compagnoni, Christian, Wang, Zhongrui, Yang, J. Joshua, Sarwat, Syed Ghazi, Sebastian, Abu, Mikolajick, Thomas, Slesazeck, Stefan, Noheda, Beatriz, Dieny, Bernard, Hou, Tuo-Hung (Alex), Varri, Akhil, Brückerhoff-Plückelmann, Frank, Pernice, Wolfram, Zhang, Xixiang, Pazos, Sebastian, Lanza, Mario, Wiefels, Stefan, Dittmann, Regina, Ng, Wing H., Buckwell, Mark, Cox, Horatio R. J., Mannion, Daniel J., Kenyon, Anthony J., Lu, Yingming, Yang, Yuchao, Querlioz, Damien, Hutin, Louis, Vianello, Elisa, Chowdhury, Sayeed Shafayet, Mannocci, Piergiulio, Cai, Yimao, Sun, Zhong, Pedretti, Giacomo, Strachan, John Paul, Strukov, Dmitri, Le Gallo, Manuel, Ambrogio, Stefano, Valov, Ilia, Waser, Rainer

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