neuromorphic computing News and Research

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AI Breakthrough: Synaptic Device Array Achieves Human-Like Visual Processing

Researchers have developed a 28×28 synaptic device array that mimics the human visual system, achieving 96.5% digit recognition accuracy and paving the way for advanced neuromorphic artificial vision.

18 Feb 2025

Researchers Chart Roadmap for Brain-Like Computing to Outpace Traditional AI

Neuromorphic computing systems must scale by emulating the brain’s energy-efficient sparsity, hierarchical organization, and dynamic learning, while addressing hardware/software co-design and collaboration gaps. Researchers outline a roadmap to bridge lab prototypes to real-world AI, robotics, and healthcare applications through interdisciplinary innovation.

23 Jan 2025

Green AI: Exploring Sustainable Strategies for Energy-Efficient Systems and Eco-Friendly Innovations

Researchers explore green AI as a key approach to minimizing AI's environmental impact through energy-efficient algorithms and hardware, driving sustainability without sacrificing performance.

27 Sep 2024

Can Artificial Consciousness Be Achieved?

Researchers explore the feasibility of developing artificial consciousness by using the human brain as a benchmark, highlighting the challenges and potential for AI to emulate or develop alternative forms of consciousness.

11 Sep 2024

Neuromorphic Computing: Harnessing Spintronics' Potential

A recent paper in Npj Spintronics explores the frontier of neuromorphic computing, delving into the fusion of spintronics and magnetic materials to forge hardware-based neural networks. By dissecting spintronic synapses, neurons, and neural networks, the study reveals strides towards efficient and scalable neuromorphic systems, highlighting the reservoir computing paradigm's prowess.

13 May 2024

Real-Time Epileptic Activity Detection Using Neuromorphic Computing

Researchers developed a modular spiking neural network (SNN) on a mixed-signal neuromorphic device to process intraoperative electrocorticography (ECoG) in real time, efficiently detecting interictal epileptiform discharges (IED) and high-frequency oscillations (HFO). The system, integrated into the BCI2000 framework, accurately identified IED-HFO co-occurrences, showcasing potential for automated remote detection in clinical settings.

26 Apr 2024

Inkjet-Printed IGZO Memristors: A Leap in Neuromorphic Computing

This study, published in Scientific Reports, unveils the transformative potential of inkjet-printed Indium-Gallium-Zinc Oxide (IGZO) memristors, elucidating their volatile and non-volatile switching behaviors. With an emphasis on IGZO thickness, the research showcases controllable memory windows and switching voltages at low voltages, paving the way for advanced temporal signal processing and environmentally friendly electronic solutions.

9 Apr 2024

Chiral Magnets Empower Adaptive Neuromorphic Computing: Task-Adaptive Physical Reservoir Computers

Researchers introduced a paradigm-shifting approach to neuromorphic computing by showcasing the reconfigurability of physical reservoir computers (PRC). Leveraging the unique properties of chiral magnets, particularly the controlled nucleation of metastable skyrmions through magnetic field manipulation, the research demonstrated on-demand reconfiguration of reservoir properties, paving the way for energy-efficient and task-adaptive computing systems.

16 Nov 2023

Bridging the Gap: Balancing Biology and Efficiency in Neural Networks for Robotics

Researchers delve into the delicate equilibrium between biological realism and computational efficiency in neural networks, with a focus on Spiking Neural Networks (SNNs) and their role in advancing robotics. They explore the potential of neuromorphic computing to harmonize the synthesis of artificial and natural cognition, ultimately contributing to explainable and adaptable robotic systems.

15 Sep 2023