tag: in-memory computing

Research Bits: May 28
By Jesse Allen - 28 May, 2024 - Comments: 0

Nanofluidic memristive neural networks Engineers from EPFL developed a functional nanofluidic memristive device that relies on ions, rather than electrons and holes, to compute and store data. “Memristors have already been used to build electronic neural networks, but our goal is to build a nanofluidic neural network that takes advantage of changes in ion concentrations, similar to living... » read more

Ferroelectric Memory-Based IMC for ML Workloads
By Technical Paper Link - 21 May, 2024 - Comments: 0

A new technical paper titled "Ferroelectric capacitors and field-effect transistors as in-memory computing elements for machine learning workloads" was published by researchers at Purdue University. Abstract "This study discusses the feasibility of Ferroelectric Capacitors (FeCaps) and Ferroelectric Field-Effect Transistors (FeFETs) as In-Memory Computing (IMC) elements to accelerate mach... » read more

In-Memory Computing: Techniques for Error Detection and Correction
By Technical Paper Link - 16 Apr, 2024 - Comments: 0

A new technical paper titled "Error Detection and Correction Codes for Safe In-Memory Computations" was published by researchers at Robert Bosch, Forschungszentrum Julich, and Newcastle University. Abstract "In-Memory Computing (IMC) introduces a new paradigm of computation that offers high efficiency in terms of latency and power consumption for AI accelerators. However, the non-idealities... » read more

Novel Neuromorphic Artificial Neural Network Circuit Architecture
By Technical Paper Link - 15 Jan, 2024 - Comments: 0

A technical paper titled “Mosaic: in-memory computing and routing for small-world spike-based neuromorphic systems” was published by researchers at CEA-LETI Université Grenoble Alpes, University of Zurich and ETH Zurich. Abstract: "The brain’s connectivity is locally dense and globally sparse, forming a small-world graph—a principle prevalent in the evolution of various species, sugg... » read more

Ferroelectric Tunnel Junctions In Crossbar Array Analog In-Memory Compute Accelerators
By Technical Paper Link - 11 Jan, 2024 - Comments: 0

A technical paper titled “Ferroelectric Tunnel Junction Memristors for In-Memory Computing Accelerators” was published by researchers at Lund University. Abstract: "Neuromorphic computing has seen great interest as leaps in artificial intelligence (AI) applications have exposed limitations due to heavy memory access, with the von Neumann computing architecture. The parallel in-memory comp... » read more

Large-Scale Integration Of 2D Materials As The Semiconducting Channel In An In-Memory Processor (EPFL)
By Technical Paper Link - 03 Jan, 2024 - Comments: 0

A technical paper titled “A large-scale integrated vector-matrix multiplication processor based on monolayer molybdenum disulfide memories” was published by researchers at École Polytechnique Fédérale de Lausanne (EPFL). Abstract: "Data-driven algorithms—such as signal processing and artificial neural networks—are required to process and extract meaningful information from the mass... » read more

Stacked Ferroelectric Memory Array Comprised Of Laterally Gated Ferroelectric Field-Effect Transistors
By Technical Paper Link - 10 Nov, 2023 - Comments: 0

A technical paper titled “Laterally gated ferroelectric field effect transistor (LG-FeFET) using α-In2Se3  for stacked in-memory computing array” was published by researchers at Samsung Electronics and Sungkyunkwan University. Abstract: "In-memory computing is an attractive alternative for handling data-intensive tasks as it employs parallel processing without the need for data transfe... » read more

FeFET Multi-Level Cells For In-Memory Computing In 28nm
By Technical Paper Link - 19 Oct, 2023 - Comments: 0

A technical paper titled “First demonstration of in-memory computing crossbar using multi-level Cell FeFET” was published by researchers at Robert Bosch, University of Stuttgart, Indian Institute of Technology Kanpur, Fraunhofer IPMS, RPTU Kaiserslautern-Landau, and Technical University of Munich. Abstract: "Advancements in AI led to the emergence of in-memory-computing architectures as a... » read more

SRAM-Based IMC For Cryogenic CMOS Using Commercial 5 nm FinFETs
By Technical Paper Link - 27 Sep, 2023 - Comments: 0

A technical paper titled “Cryogenic In-Memory Computing for Quantum Processors Using Commercial 5-nm FinFETs” was published by researchers at University of Stuttgart, Indian Institute of Technology Kanpur, University of California Berkeley, and Technical University of Munich. Abstract: "Cryogenic CMOS circuits that efficiently connect the classical domain with the quantum world are the co... » read more

A Microfluidics Device That Can Perform ANN Computation On Data Stored In DNA
By Technical Paper Link - 06 Sep, 2023 - Comments: 0

A technical paper titled “Neural network execution using nicked DNA and microfluidics” was published by researchers at University of Minnesota Twin-Cities and Rochester Institute of Technology. Abstract: "DNA has been discussed as a potential medium for data storage. Potentially it could be denser, could consume less energy, and could be more durable than conventional storage media such a... » read more

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