TheArtOfDHT Posted September 15, 2022 Share Posted September 15, 2022 What does everyone experienced in AI system design think? I want to write a paper on how to apply analog to digital systems due to the fact I have imagined a digital/analog architecture. Link to comment Share on other sites More sharing options...
Ghideon Posted September 15, 2022 Share Posted September 15, 2022 Analog computers are as far as I know obsolete in the digital age. But there are ongoing research in neuromorphic engineering that may be of interest. Example from a recent paper: Quote Neuromorphic systems aim to accomplish efficient computation in electronics by mirroring neurobiological principles. Taking advantage of neuromorphic technologies requires effective learning algorithms capable of instantiating high-performing neural networks, while also dealing with inevitable manufacturing variations of individual components, such as memristors or analog neurons. We present a learning framework resulting in bioinspired spiking neural networks with high performance, low inference latency, and sparse spike-coding schemes, which also self-corrects for device mismatch. We validate our approach on the BrainScaleS-2 analog spiking neuromorphic system, demonstrating state-of-the-art accuracy, low latency, and energy efficiency. Our work sketches a path for building powerful neuromorphic processors that take advantage of emerging analog technologies. source: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8794842/ Link to comment Share on other sites More sharing options...
studiot Posted September 15, 2022 Share Posted September 15, 2022 1 hour ago, TheArtOfDHT said: What does everyone experienced in AI system design think? I want to write a paper on how to apply analog to digital systems due to the fact I have imagined a digital/analog architecture. These are vary bare details to work with. I don't see where AI comes into it for instance. Analog computing is far from dead in the real world and there are many combined analog/digital systems in use. Often these days users demand a digital display/presentation of output, audio recording and reproduction being the stand out exception. I had a quick google for pneumatic proportional controllers which are a prime example of analog system, perhaps with a digital readout. So yes crack on with your paper, what is the setting for it? Educational, professional, a journal article ? Link to comment Share on other sites More sharing options...
Eise Posted September 15, 2022 Share Posted September 15, 2022 Veritasium has Youtube videos about modern analogue computers. Maybe you should have a look? Link to comment Share on other sites More sharing options...
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