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Memristor Headline Stories

HPE Invents 1st Memristor Laser*

HPE Invents First Memristor Laser - RF Cafe"Researchers at Hewlett Packard Labs, where the first practical memristor was created, have invented a new variation on the device - a memristor laser..." Also, "From Transistor to Memristor: Switching Technologies for the Future."

Memristors Run AI Tasks at 1/800th Power

Memristors Run AI Tasks at 1/800th Power - RF CafeHere's another news tidbit to tweak the idiot who keeps harassing me for daring to claim memristors are real entities. "These brain-mimicking devices boast tiny energy budgets and hardened circuits. Memristive devices that mimic neuron-connecting synapses could serve as the hardware for neural networks that copy the way the brain learns. Now two new studies may help solve key problems these components face not just with yields and reliability, but with finding applications beyond neural nets. Memristors, or memory resistors, are essentially switches that can remember which electric state they were toggled to after their power is turned off. Scientists worldwide aim to use memristors and similar components to build electronics that, like neurons, can both compute and store data. Such brain-inspired neuromorphic hardware may also prove ideal for implementing neural networks - AI systems increasingly finding use in applications such as analyzing medical scans and empowering autonomous vehicles. However, current memristive devices typically rely on emerging technologies with low production yields and unreliable electronic performance..."

Memristor-Based Reservoir Computing System

Memristor-Based Reservoir Computing System - RF Cafe"Reservoir computing (RC) is an approach for building computer systems inspired by current knowledge of the human brain. Neuromorphic computing architectures based on this approach are comprised of dynamic physical nodes, which combined can process spatiotemporal signals. Researchers at Tsinghua University in China have recently created a new RC system based on memristors, electrical components that regulate the flow of electrical current in a circuit, while also recording the amount of charge that previously flowed through it..."

Memristor Crossbar-Based Learning System for AI

Memristor Crossbar-Based Learning System for AI - RF Cafe "A chip consisting of memristor crossbars was trained using a local on-chip learning algorithm. The team demonstrated that their approach could accurately reconstruct Braille representations of nine famous computer scientists from highly distorted inputs. Deep-learning models have proven to be highly valuable tools for making predictions and solving real-world tasks that involve the analysis of data. Despite their advantages, before they are deployed in real software and devices such as cell phones, these models require extensive training in physical data centers, which can be both time and energy consuming. Researchers at Texas A&M University, Rain Neuromorphics and Sandia National Laboratories have recently devised a new system for training deep learning models more efficiently and on a larger scale. This system, introduced in a paper published in Nature Electronics, relies on the use of new training algorithms and memristor crossbar hardware, that can carry out multiple operations at once..."

Memristor schematic symbol - RF CafeThe term memristor - a portmanteau of "memory" and "resistor" -  is the fourth fundamental electronic component, along with the resistor, capacitor, and inductor. The name was coined in 1971, which sounds like yesterday to someone like me (born in 1958), but incredibly that is now half a century ago.

Until fairly recently, the memristor was merely a theoretical curiosity existing in academic papers. In April of 2008, HP Labs (Hewlett-Packard) reported on successfully building a nanoscale memristor in their R&D lab. As with all new technologies, since that time much progress has been made.

Resistor, capacitor, inductor, and memristor symmetry (Wikipedia) - RF CafeTo the left is a conceptual diagram illustrating the symmetry of the four basic circuit components - the resistor, the capacitor, the inductor, and the memristor. Per Wikipedia: "Chua in his 1971 paper identified a theoretical symmetry between the non-linear resistor (voltage vs. current), non-linear capacitor (voltage vs. charge), and non-linear inductor (magnetic flux linkage vs. current). From this symmetry he inferred the characteristics of a fourth fundamental non-linear circuit element, linking magnetic flux and charge, which he called the memristor. In contrast to a linear (or non-linear) resistor, the memristor has a dynamic relationship between current and voltage, including a memory of past voltages or currents..."



* A nimrod named Tim H. keeps contacting me to say there is no such thing as a real memristor and calls me bad names while doing so. Maybe someday I'll publish his messages along with his name, e-mail address and things I've discovered about him on the Internet.

Bayesian Machine Based on Memristors

A Bayesian Machine Based on Memristors - RF Cafe"Over the past few decades, the performance of machine learning models on various real-world tasks has improved significantly. Training and implementing most of these models, however, still requires vast amounts of energy and computational power. Engineers worldwide have thus been trying to develop alternative hardware solutions that can run artificial intelligence models more efficiently, as this could promote their widespread use and increase their sustainability. Some of these solutions are based on memristors, memory devices that can store information without consuming energy. Researchers at Université Paris-Saclay- CNRS, Université Grenoble-Alpes-CEA-LETI, HawAI.tech, Sorbonne Université, and Aix-Marseille Université-CNRS have recently created a so-called Bayesian machine (i.e., an AI approach that performs computations based on Bayes' theorem), using memristors. Their proposed system, introduced in a paper published in Nature Electronics, was found to be significantly more energy-efficient than currently employed hardware solutions. "Artificial intelligence is making major progress..."



Posted January 6, 2023

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RF Cafe began life in 1996 as "RF Tools" in an AOL screen name web space totaling 2 MB. Its primary purpose was to provide me with ready access to commonly needed formulas and reference material while performing my work as an RF system and circuit design engineer. The World Wide Web (Internet) was largely an unknown entity at the time and bandwidth was a scarce commodity. Dial-up modems blazed along at 14.4 kbps while tying up your telephone line, and a nice lady's voice announced "You've Got Mail" when a new message arrived...

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