Indian Institute of Science scientist reported breakthrough in neuromorphic computing | Current Affairs | Vision IAS
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    Indian Institute of Science scientist reported breakthrough in neuromorphic computing

    Posted 14 Sep 2024

    2 min read

    They developed Memristor semiconductor devices using metal-organic films instead of silicon-based technology. 

    • This material enables the Memristor to mimic the way the biological brain processes information using networks of neurons and synapses.

    What is Neuromorphic computing?

    • Neuromorphic computing, or neuromorphic engineering, mimics the human brain's structure and function. 
    • It involves designing hardware and software that simulate neural networks and synapses to process information.

    How does neuromorphic computing work?

    • It mimics biological brains using hardware like spiking neural networks (SNNs).
    • SNNs consist of nodes (spiking neurons) connected by artificial synapses, which use analog circuitry to transfer signals. 
      • This approach encodes data through discrete analog signal changes rather than binary systems used in standard computers.

    Benefits of neuromorphic computing

    • Adaptability: To new stimuli, excelling at solving novel problems in real-time.
    • Event-driven computation: Ensuring only active parts consume energy, resulting in efficient power usage.
    • High performance: As it integrates memory and processing in neurons, reducing latency.
    • Parallel processing: Of multiple tasks across different neurons for faster operation.
    • Challenges of neuromorphic computing: Lack of benchmarks and standards; Limited accessibility and software; Decreased accuracy, etc.

    Processing of information by brain

    • Neurons are the fundamental units of the brain and nervous system.
    • As messengers, these neurons relay information between different areas of the brain and to other parts of the body.
    • When a neuron becomes active or “spikes,” it triggers the release of chemical and electrical signals.
    • These signals travel via a network of connection points called synapses, allowing neurons to communicate with each other.
    • Tags :
    • Neuromorphic
    • Neurons
    • Memristor
    • Neuromorphic Computing
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