Christopher P. Miller

NVM neuromorphic core with 64k-cell (256-by-256) phase change memory synaptic array with on-chip neuron circuits for continuous in-situ learning

We demonstrate a neuromorphic core with 64k-cell phase change memory (PCM) synaptic array (256 axons by 256 dendrites) with in-situ learning capability. 256 configurable on-chip neuron circuits perform leaky integrate and fire (LIF) and synaptic weight update based on spike-timing dependent plasticity (STDP). 2T-1R PCM unit cell design separates LIF and STDP learning paths, minimizing neuron circuit size. The circuit implementation of STDP learning algorithm along with 2T-1R structure enables both LIF and STDP learning to operate asynchronously and simultaneously within the array, avoiding additional complication and power consumption associated with timing schemes. We show hardware demonstration of in-situ learning with large representational capacity, enabled by large array size and analog synaptic weights of PCM cells.

An experimental 80-ns 1-Mbit DRAM with fast page operation

An experimental general purpose 5-V 1-Mb dynamic RAM has been designed for increased performance, high density, and enhanced reliability. The array consists of a one-device overlapped I/O cell with a metal bitline architecture. The cell measures 4.1 /spl mu/m by 8.8 /spl mu/m, which yields a chip size of 5.5 mm by 10.5 mm with an array to chip area ratio of 65.5%. The chip was designed in a double-poly single-metal NMOS technology with selected 1-/spl mu/m levels and an average feature size of 1.5 /spl mu/m. Key design features include a fast page mode cycle with minimum column precharge delay and improved protection for short error rate using a boosted word-line after sense amplifier set scheme. The CAS access time is 40 ns and the cycle is 65 ns at 4.5 V and 85/spl deg/C. The RAS access time is 80 ns and the cycle is 160 ns at 4.5 V and 85/spl deg/C with a typical active power of 625 mW. The chip is usable as a X1, X2, or X4 with the use of block select inputs and the selected package option. The package options include a 500-mil/SUP 2/ pin grid array module with 23 pins, and a 22 pin or 26 pin 300-mil surface solder plastic package.

A Double-Data- Rate 2 (DDR2) Interface Phase-Change Memory with 533MB/s Read -Write Data Rate and 37.5ns Access Latency for Memory-Type Storage Class Memory Applications

For the first time, by using a novel multiple individual bank sensing/writing and a memory bank interleave design, we demonstrate a double date rate 2 (DDR2) DRAM like interface phase-change memory (PCM) for M-type storage class memory applications . The write and read bandwidth is equal to 533MB/s, and the random read latency is 37.5ns, while the write latency is 11.25ns supporting a random write cycle of 176.7ns. In addition, a record high switching speed of 128ns with good resistance distribution is demonstrated with a super-fast Set material.