Emerging Memories, Nanoscale devices, Resistive switching memories, Semiconductor devices, Smart Process development, Sustainable manufacturing process, Semiconductor process
35
Scopus Publications
1137
Scholar Citations
21
Scholar h-index
24
Scholar i10-index
Scopus Publications
Memristor Synapse—A Device-Level Critical Review Sridhar Chandrasekaran, Yao-Feng Chang, Firman Mangasa Simanjuntak Nanomaterials, 2026 The memristor has long been known as a nonvolatile memory technology alternative and has recently been explored for neuromorphic computing, owing to its capability to mimic the synaptic plasticity of the human brain. The architecture of a memristor synapse device allows ultra-high-density integration by internetworking with crossbar arrays, which benefits large-scale training and learning using advanced machine-learning algorithms. In this review, we present a statistical analysis of neuromorphic computing device publications from 2018 to 2025, focusing on various memristive systems. Furthermore, we provide a device-level perspective on biomimetic properties in hardware neural networks such as short-term plasticity (STP), long-term plasticity (LTP), spike timing-dependent plasticity (STDP), and spike rate-dependent plasticity (SRDP). Herein, we highlight the utilization of optoelectronic synapses based on 2D materials driven by a sequence of optical stimuli to mimic the plasticity of the human brain, further broadening the scope of memristor controllability by optical stimulation. We also highlight practical applications ranging from MNIST dataset recognition to hardware-based pattern recognition and explore future directions for memristor synapses in healthcare, including artificial cognitive retinal implants, vital organ interfaces, artificial vision systems, and physiological signal anomaly detection.
A critical review on printed electronics and its application Sritama Roy, Lakshmi Priya Ramakrishnan, Rangesh Vasudevan, Sridhar Chandrasekaran Nanotechnology, 2025 In light of the industry’s environmental constraints, sustainable manufacturing technology has emerged as a critical goal for emerging applications. Due to the increased need for electronic production around the world, the requirement for environmentally safe technology is the necessity of this decade as the world government shifts towards sustainability in all manufacturing technology. Henceforth, printed electronics will be one such solution to regulate the electronic device and components production requirement of this decade. The article has discussed about the recent advances in inkjet-printed electronics across a wide range of electronics applications. We have discussed several inkjet printing inks and their formulation methods, which are required for minimizing environmental waste. In addition, we have discussed the future scope of printed electronics production and its impact on the economy as well as the environment.
Exploring the Switching Instability of CBRAM for Random Number Generator Applications Weixin Xu, Hajira S. Bazaz, Asep Nugroho, Irwan Purnama, Zohreh Hajiabadi, et al. Iet Circuits Devices and Systems, 2025 The coexistence of nonvolatile and volatile switching characteristics in ZnO‐based conducting bridge random access memory (CBRAM) devices and the feasibility of the cycle‐to‐cycle fluctuation of both characteristics for data storage and random number generator (RNG) applications are investigated. The insertion of a 6‐nm‐thick Ti barrier layer between the Ag top electrode (TE) and the ZnO switching layer improves the switching stability and the memory window up to five orders of magnitude. The employment of current compliance (CC) of 1 mA leads to a permanent LRS; meanwhile, CC lower than 100 uA exhibits volatile switching characteristics. Although the lower CC operations might not be applicable for data storage applications, their switching fluctuations can be used as inputs for generating random bitstreams. An RNG circuit design is proposed, and the randomness of the bitstreams is evaluated using the NIST randomness test suite. The volatile switching induced by the lower CC tends to produce bitstreams with a better randomicity than the nonvolatile one, where the resistance state of the device operated with a CC of 10 uA is able to generate 1600 bits that pass seven out of seven NIST tests. We conduct statistical analysis to shed light on the relationship between the resistance states and the quality of the produced random bitstream. In contrast to popular opinion, the coefficient of variation might not be the best method to quantify the fluctuation of the resistance state in our case. Therefore, we propose the switching fluctuation factor (FF) to determine the threshold value of the resistance state that can produce a sufficient random bitstream; it is found that our RNG circuit requires a threshold FF of 96% to produce a bitstream that passes at least four out of seven tests. This work not only proposes a solution to enhance the switching stability for data storage applications but also provides insight into the exploitation of switching instability for RNG applications, where a single device can be programmed to have both capabilities, rendering programmable and multifunctional electronics.
ZnO-based memristor for random number generator: The case of current compliance Zohreh Hajiabadi, Irwan Purnama, Asep Nugroho, Hanyu Cao, Sridhar Chandrasekaran, et al. Electronics Letters, 2025 This study aims to exploit the resistance states of Cr/ZnO/TiN memristors to generate random numbers. A random number generator (RNG) circuit employing a single memristor is proposed. We suggest that current compliance (CC) is a significant parameter in determining the quality of randomness; it is found that low CCs (20‐50 µA) have a wide resistance state distribution that facilitates random bits. This work provides insight into the implementation of memristors for data security applications.
High-Performance TiN/TaOx/TiN Selectors with Short-Term Memory Characteristics Sourodeep Roy, Mari Napari, Dimitra G. Georgiadou, Sridhar Chandrasekaran, Bhaswar Chakrabarti, et al. IEEE Transactions on Electron Devices, 2024 We present TiN/TaOx/TiN device structure showing varistor and short-term memory (STM) characteristics that could be useful for selector applications and temporal processing in one-selector one-RRAM (1S1R) architectures. The devices show high selectivity (<inline-formula> <tex-math notation="LaTeX">$10^{{3}}$ </tex-math></inline-formula>) and excellent endurance (one million cycles) and can sustain high-voltage stress (<inline-formula> <tex-math notation="LaTeX">$10^{{3}}$ </tex-math></inline-formula> s). The varistor behavior persists with device scaling down to <inline-formula> <tex-math notation="LaTeX">$2.25~\\mu $ </tex-math></inline-formula>m2 and thickness as thin as 2 nm. Moreover, the device exhibits a volatile switching behavior under pulse programming that could offer an additional analog output from single-digital input feed into the integrated 1S1R arrays.
Memristor Synapse—A Device-Level Critical Review S Chandrasekaran, YF Chang, FM Simanjuntak Nanomaterials 16 (3), 179 , 2026 2026 Citations: 1
A critical review on printed electronics and its application S Roy, LP Ramakrishnan, R Vasudevan, S Chandrasekaran Nanotechnology , 2025 2025 Citations: 6
Exploring the Switching Instability of CBRAM for Random Number Generator Applications W Xu, HS Bazaz, A Nugroho, I Purnama, Z Hajiabadi, A Graham, ... IET Circuits, Devices & Systems 2025 (1), 9982211 , 2025 2025
ZnO‐based memristor for random number generator: The case of current compliance Z Hajiabadi, I Purnama, A Nugroho, H Cao, S Chandrasekaran, ... Electronics Letters 61 (1), e70165 , 2025 2025
γ-ray-induced Effects in Al: HfO2-based Memristor Devices for Memory and Sensor Applications OK Prasad, S Chandrasekaran, M Napari, I Purnama, A Nugroho, ... IEEE Electron Device Letters 45 (11), 2082 - 2085 , 2024 2024 Citations: 5
Feasibility study of analogue filters based on memristor S Gao, S Chandrasekaran, I Purnama, FM Simanjuntak The Journal of Engineering 2024 (11), e70028 , 2024 2024
ZnO-Based Memristor for Random Number Generator: The Case of Current Compliance Z Hajiabadi, I Purnama, A Nugroho, H Cao, S Chandrasekaran, ... Authorea Preprints , 2024 2024
High-Performance TiN/TaO x /TiN Selectors With Short-Term Memory Characteristics S Roy, M Napari, DG Georgiadou, S Chandrasekaran, B Chakrabarti, ... IEEE Transactions on Electron Devices 71 (9), 5775-5778 , 2024 2024
Invisible ZnO-based Memristor Universal Logic for Reconfigurable Electronics C Hua, S Chandrasekaran, S Gao, DG Georgiadou, Z Hajiabadi, ... Authorea Preprints , 2024 2024
Exploring the switching nonuniformity of CBRAM for random number generators W Xu, A Nugroho, I Purnama, Z Hajiabadi, A Graham, AH Wang, ... Authorea Preprints , 2024 2024 Citations: 1
Exploring luminescent carbon dots derived from syrup bottle waste and curcumin for potential antimicrobial and bioimaging applications N Thirumalaivasan, K Kanagaraj, K Logesh, S Chandrasekaran, S Kumar, ... Chemosphere 354, 141592 , 2024 2024 Citations: 43
Design and manufacturing of 3D printed sensors for biomedical applications S Chandrasekaran, A Jayakumar, R Velu, SS Mary Digital Design and Manufacturing of Medical Devices and Systems, 63-76 , 2024 2024 Citations: 3
Structural, spectral and photoluminescence analyses of Fe3+ doped methyl hydroxy (diphenyl) ethanoate (MHE) crystal S Nishanth, S Nivithaa, C Sridhar, KS Nagaraja, C Karnan Journal of Molecular Structure 1285, 135501 , 2023 2023 Citations: 15
Financial Cryptography and Its Application in Blockchain V Sathya, S Chandrasekaran, G Madhaiyan Homomorphic Encryption for Financial Cryptography: Recent Inventions and … , 2023 2023
Impact of Mn 2+ substitution on physical and antibacterial properties of ZnFe 2 O 4 nanoparticles N Dakshina Murthy, K Arumugam, T Palaniyandi, S Chandrasekaran, ... Bulletin of Materials Science 46 (3), 151 , 2023 2023 Citations: 7
ZTO/MgO-based optoelectronic synaptic memristor for neuromorphic computing CC Hsu, S Shrivastava, S Pratik, S Chandrasekaran, TY Tseng IEEE Transactions on Electron Devices 70 (3), 1048-1054 , 2023 2023 Citations: 38
Annealing induced cation diffusion in TaOx-based memristor and its compatibility for back-end-of-line post-processing OK Prasad, S Chandrasekaran, CH Chung, KM Chang, FM Simanjuntak Applied Physics Letters 121 (23) , 2022 2022 Citations: 10
A comprehensive review on printed electronics: a technology drift towards a sustainable future S Chandrasekaran, A Jayakumar, R Velu Nanomaterials 12 (23), 4251 , 2022 2022 Citations: 69
Digital-to-Analog Transformation FM Simanjuntak, S Chandrasekaran, D Panda, A Saleem, T Prodromakis Memristor: An Emerging Device for Post-Moore’s Computing and Applications, 149 , 2021 2021
Memristor: An Emerging Device for Post-Moore’s Computing and Applications YF Chang BoD–Books on Demand , 2021 2021 Citations: 4
MOST CITED SCHOLAR PUBLICATIONS
Improving linearity by introducing Al in HfO 2 as a memristor synapse device S Chandrasekaran, FM Simanjuntak, R Saminathan, D Panda, TY Tseng Nanotechnology 30 (44), 445205 , 2019 2019 Citations: 149
Enhanced synaptic linearity in ZnO-based invisible memristive synapse by introducing double pulsing scheme S Chandrasekaran, FM Simanjuntak, D Panda, TY Tseng IEEE Transactions on Electron Devices 66 (11), 4722-4726 , 2019 2019 Citations: 75
A comprehensive review on printed electronics: a technology drift towards a sustainable future S Chandrasekaran, A Jayakumar, R Velu Nanomaterials 12 (23), 4251 , 2022 2022 Citations: 69
Transformation of digital to analog switching in TaOx-based memristor device for neuromorphic applications A Saleem, FM Simanjuntak, S Chandrasekaran, S Rajasekaran, ... Applied Physics Letters 118 (11) , 2021 2021 Citations: 63
Enhanced Switching Properties in TaO x Memristors Using Diffusion Limiting Layer for Synaptic Learning PY Jung, D Panda, S Chandrasekaran, S Rajasekaran, TY Tseng IEEE Journal of the Electron Devices Society 8, 110-115 , 2020 2020 Citations: 61
Fast, Highly Flexible, and Transparent TaO x -Based Environmentally Robust Memristors for Wearable and Aerospace Applications S Rajasekaran, FM Simanjuntak, D Panda, S Chandrasekaran, R Aluguri, ... ACS Applied Electronic Materials 2 (10), 3131-3140 , 2020 2020 Citations: 59
Neutral oxygen irradiation enhanced forming-less ZnO-based transparent analog memristor devices for neuromorphic computing applications FM Simanjuntak, T Ohno, S Chandrasekaran, TY Tseng, S Samukawa Nanotechnology 31 (26), 26LT01 , 2020 2020 Citations: 57
ZnO2/ZnO bilayer switching film for making fully transparent analog memristor devices FM Simanjuntak, S Chandrasekaran, CC Lin, TY Tseng APL Materials 7 (5) , 2019 2019 Citations: 57
Exploring luminescent carbon dots derived from syrup bottle waste and curcumin for potential antimicrobial and bioimaging applications N Thirumalaivasan, K Kanagaraj, K Logesh, S Chandrasekaran, S Kumar, ... Chemosphere 354, 141592 , 2024 2024 Citations: 43
Synthesis of mesoporous NiFe2O4 nanoparticles for enhanced supercapacitive performance N Kumar, A Kumar, S Chandrasekaran, TY Tseng J. Clean Energy Technol 6 (1), 51-55 , 2018 2018 Citations: 43
Peroxide induced volatile and non-volatile switching behavior in ZnO-based electrochemical metallization memory cell FM Simanjuntak, S Chandrasekaran, B Pattanayak, CC Lin, TY Tseng Nanotechnology 28 (38), 38LT02 , 2017 2017 Citations: 42
ZTO/MgO-based optoelectronic synaptic memristor for neuromorphic computing CC Hsu, S Shrivastava, S Pratik, S Chandrasekaran, TY Tseng IEEE Transactions on Electron Devices 70 (3), 1048-1054 , 2023 2023 Citations: 38
Flexible Ta 2 O 5 /WO 3 -Based Memristor Synapse for Wearable and Neuromorphic Applications S Rajasekaran, FM Simanjuntak, S Chandrasekaran, D Panda, A Saleem, ... IEEE Electron Device Letters 43 (1), 9-12 , 2021 2021 Citations: 38
Role of nanorods insertion layer in ZnO-based electrochemical metallization memory cell FM Simanjuntak, P Singh, S Chandrasekaran, FJ Lumbantoruan, ... Semiconductor Science and Technology 32 (12), 124003 , 2017 2017 Citations: 37
Suboxide interface induced digital-to-analog switching transformation in all Ti-based memristor devices LY Chang, FM Simanjuntak, CL Hsu, S Chandrasekaran, TY Tseng Applied Physics Letters 117 (7) , 2020 2020 Citations: 35
The impact of TiW barrier layer thickness dependent transition from electro-chemical metallization memory to valence change memory in ZrO2-based resistive switching random … S Chandrasekaran, FM Simanjuntak, R Aluguri, TY Tseng Thin Solid Films 660, 777-781 , 2018 2018 Citations: 35
Switching failure mechanism in zinc peroxide-based programmable metallization cell FM Simanjuntak, S Chandrasekaran, CC Lin, TY Tseng Nanoscale Research Letters 13 (1), 327 , 2018 2018 Citations: 34
Synaptic behaviour of TiO x /HfO 2 RRAM enhanced by inserting ultrathin Al 2 O 3 layer for neuromorphic computing D Panda, CA Chu, A Pradhan, S Chandrasekharan, B Pattanayak, ... Semiconductor Science and Technology 36 (4), 045002 , 2021 2021 Citations: 33
Controlled resistive switching characteristics of ZrO 2 -based electrochemical metallization memory devices by modifying the thickness of the metal barrier layer S Chandrasekaran, FM Simanjuntak, TY Tseng Japanese journal of applied physics 57 (4S), 04FE10 , 2018 2018 Citations: 31
Effect of barrier layer on switching polarity of ZrO2-based conducting-bridge random access memory S Chandrasekaran, FM Simanjuntak, TL Tsai, CA Lin, TY Tseng Applied Physics Letters 111 (11) , 2017 2017 Citations: 31