HYBRID CPU AND ANALOG IN-MEMORY ARTIFICIAL INTELLIGENCE PROCESSOR

    公开(公告)号:US20200242458A1

    公开(公告)日:2020-07-30

    申请号:US16258522

    申请日:2019-01-25

    Abstract: Techniques are provided for implementing a hybrid processing architecture comprising a general-purpose processor (CPU) coupled to an analog in-memory artificial intelligence (AI) processor. A hybrid processor implementing the techniques according to an embodiment includes an AI processor configured to perform analog in-memory computations based on neural network (NN) weighting factors and input data provided by the CPU. The AI processor includes one or more NN layers. The NN layers include digital access circuits to receive data and weighting factors and to provide computational results. The NN layers also include memory circuits to store data and weights, and further include bit line processors and cross bit line processors to perform analog dot product computations between columns of the data memory circuits and the weight factor memory circuits. Some of the NN layers are configured as convolutional NN layers and others are configured as fully connected NN layers, according to some embodiments.

    SEMICONDUCTOR DEVICE HEAT EXTRACTION BY SPIN THERMOELECTRICS

    公开(公告)号:US20200083284A1

    公开(公告)日:2020-03-12

    申请号:US16128278

    申请日:2018-09-11

    Abstract: Electrical devices with an integral thermoelectric generator comprising a spin-Seebeck insulator and a spin orbit coupling material, and associated methods of fabrication. A spin-Seebeck thermoelectric material stack may be integrated into macroscale power cabling as well as nanoscale device structures. The resulting structures are to leverage the spin-Seebeck effect (SSE), in which magnons may transport heat from a source (an active device or passive interconnect) and through the spin-Seebeck insulator, which develops a resulting spin voltage. The SOC material is to further convert the spin voltage into an electric voltage to complete the thermoelectric generation process. The resulting electric voltage may then be coupled into an electric circuit.

    MULTI-LEVEL SPIN LOGIC
    145.
    发明申请

    公开(公告)号:US20190386661A1

    公开(公告)日:2019-12-19

    申请号:US15779074

    申请日:2016-12-23

    Abstract: Described is an apparatus which comprises: a 4-state input magnet; a first spin channel region adjacent to the 4-state input magnet; a 4-state output magnet; a second spin channel region adjacent to the 4-state input and output magnets; and a third spin channel region adjacent to the 4-state output magnet. Described in an apparatus which comprises: a 4-state input magnet; a first filter layer adjacent to the 4-state input magnet; a first spin channel region adjacent to the first filter layer; a 4-state output magnet; a second filter layer adjacent to the 4-state output magnet; a second spin channel region adjacent to the first and second filter layers; and a third spin channel region adjacent to the second filter layer.

    On-chip test circuit for magnetic random access memory (MRAM)

    公开(公告)号:US10416217B2

    公开(公告)日:2019-09-17

    申请号:US14749324

    申请日:2015-06-24

    Abstract: Embodiments include a test circuit to test one or more magnetic tunnel junctions (MTJs) of a magnetic random access memory (MRAM). The test circuit may measure a 1/f noise of the MTJ in the time domain, and determine a power spectral density (PSD) of the 1/f noise. The test circuit may estimate one or more parameters of the MTJ and/or MRAM based on the PSD. For example, the test circuit may determine a noise parameter, such as a Hooge alpha parameter, based on the PSD, and may estimate the one or more parameters of the MTJ and/or MRAM based on the 1/f parameter. Other embodiments may be described and claimed.

Patent Agency Ranking