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Exploring Scaling Efficiency of Intel Loihi Neuromorphic Processor
2023 30th IEEE International Conference on Electronics, Circuits and Systems (ICECS), 2023In this paper, we focus on examining how scaling efficiency evolves in winner-take-all (WTA) network models on Intel Loihi neuromorphic processor, as network-related features such as network size, neuron type, and connectivity scheme change. By analyzing these relationships, our study aims to shed light on the intricate interplay between SNN features ...
Uludağ, Recep Buğra +4 more
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Loihi Asynchronous Neuromorphic Research Chip
2018 24th IEEE International Symposium on Asynchronous Circuits and Systems (ASYNC), 2018Intel's "Loihi" neuromorphic research chip implements spiking neural networks on 128 custom cores with 1024 neurons each. It supports a wide variety of algorithms inspired by computational neuroscience, notably on-chip learning. Loihi's design is specified in the Communicating Sequential Processes (CSP) language and implemented by an automated flow ...
Andrew Lines +6 more
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Spiking Reservoir Computing for Temporal Edge Intelligence on Loihi
2022 IEEE/ACM 7th Symposium on Edge Computing (SEC), 2022Low latency and low energy consumption are the indispensable characteristics of Edge Computing applications. With the fusion of Edge Computing and Artificial Intelligence (AI) into Edge Intelligence, this need is more than ever. Of late, Spiking Neural Networks have shown a promise for low latency and low power AI when deployed on a neuromorphic ...
Gaurav, Ramashish +2 more
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Lessons from Loihi: Progress in Neuromorphic Computing
2021 Symposium on VLSI Circuits, 2021The past three years have seen significant progress in neuromorphic computing research, especially with Intel’s Loihi research chip enabling quantitative evaluation of algorithms and applications designed for this emerging computer architecture. These results have rigorously confirmed, for the first time, that significant gains in energy efficiency and
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Programming Spiking Neural Networks on Intel’s Loihi
Computer, 2018Loihi is Intel’s novel, manycore neuromorphic processor and is the first of its kind to feature a microcode-programmable learning engine that enables on-chip training of spiking neural networks (SNNs). The authors present the Loihi toolchain, which consists of an intuitive Python-based API for specifying SNNs, a compiler and runtime for building and ...
Chit-Kwan Lin +6 more
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“Poseidic” explosive eruptions at Loihi Seamount, Hawaii
Geology, 2010Much remains unknown about submarine explosive eruptions. Their deposits are found to great depths in all the world’s oceans, but eruptions are typically described by analogy to a subaerial nomenclature that ignores the substantial and inevitable infl uences of hydrostatic pressure and magma-water interaction at submerged edifi ces.
C. Ian Schipper +4 more
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Hyperquenched volcanic glass from Loihi Seamount, Hawaii
Earth and Planetary Science Letters, 2008Abstract Explosive submarine basaltic eruptions, occurring in water depths of several kilometres, commonly result in the formation of layered volcaniclastic deposits. In order to quantify the cooling of such volcaniclastics, we have identified and separated two types of glassy fragments from these deposits on Loihi seamount: 1) fine (30–80 μm) limu o
Marcel Potuzak +3 more
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Diverse basalt types from Loihi seamount, Hawaii
Geology, 1982Loihi seamount is the southeasternmost active volcano in the Hawaiian-Emperor volcanic chain. The seamount is considered representative of the early phase of Hawaiian volcanism because of its youth, small size, and location near the melting anomaly. Seventeen dredge stations recovered transitional basalt, alkalic basalt, and basanite, in addition to ...
J. G. Moore, D. A. Clague, W. R. Normark
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Petrology of basalts from Loihi Seamount, Hawaii
Earth and Planetary Science Letters, 1983Abstract Loihi Seamount is the southeasternmost active volcano of the Emperor-Hawaii linear volcanic chain. It comprises a spectrum of basalt compositional varieties including basanite, alkali basalt, transitional basalt and tholeiite. Samples from four dredge collections made on Scripps Institution of Oceanography Benthic Expedition in October 1982 ...
James Hawkins, John Melchior
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