3 research outputs found
A 0.45V continuous time-domain filter using asynchronous oscillator structures
This paper presents a novel oscillator based filter structure for processing time-domain signals with linear dynamics that extensively uses digital logic by construction. Such a mixed signal topology is a key component for allowing efficient processing of asynchronous time encoded signals that does not necessitate external clocking. A miniaturized primitive is introduced as analogue time-domain memory that can be modelled, synthesized, and incorporated in closed loop mixed signal accelerators to realize more complex linear or non-linear computational systems. This is contextualized by demonstrating a compact low power filter operating at 0.45 V in 65 nm CMOS. Simulation results are presented showing an excess of 50 dB dynamic range with a FOM of 7fJ/pole which promises an order of magnitude improvement on state-of-the-art filters in nanometre CMOS
Hybrid-Phase-Transition FET Devices for Logic Computation
Hybrid-phase-transition FETs (HyperFETs), built by connecting a phase transition material (PTM) to the source terminal of a FET, are able to increase the ON-to- OFF current ratio. In this article, we describe a comprehensive study carried out to explore the potential of these devices for low-power and energy-limited logic applications. HyperFETs with different ON-OFF current tradeoffs are evaluated at the circuit level. The results show limited improvement over conventional transistors in terms of power and energy. However, based on this analysis, this article proposes different design techniques to overcome the drawbacks identified in the study and thereby make better use of HyperFETs. Hybrid circuits, using both FinFETs and HyperFETs, and circuits combining different HyperFET devices are introduced and evaluated. At some frequencies, reductions of over 40% were obtained with respect to FinFET-only implementations, while minimum energy per operation values were obtained, which were lower than those achieved with low standby power (LSTP) FinFETs and high-performance (HP) FinFETs. This article also evaluates the impact of PTM transition time on the power performance of HyperFET circuits.Ministerio de EconomĂa y Competitividad, FEDER TEC2017-87052-
TL-nvSRAM-CIM: Ultra-High-Density Three-Level ReRAM-Assisted Computing-in-nvSRAM with DC-Power Free Restore and Ternary MAC Operations
Accommodating all the weights on-chip for large-scale NNs remains a great
challenge for SRAM based computing-in-memory (SRAM-CIM) with limited on-chip
capacity. Previous non-volatile SRAM-CIM (nvSRAM-CIM) addresses this issue by
integrating high-density single-level ReRAMs on the top of high-efficiency
SRAM-CIM for weight storage to eliminate the off-chip memory access. However,
previous SL-nvSRAM-CIM suffers from poor scalability for an increased number of
SL-ReRAMs and limited computing efficiency. To overcome these challenges, this
work proposes an ultra-high-density three-level ReRAMs-assisted
computing-in-nonvolatile-SRAM (TL-nvSRAM-CIM) scheme for large NN models. The
clustered n-selector-n-ReRAM (cluster-nSnRs) is employed for reliable
weight-restore with eliminated DC power. Furthermore, a ternary SRAM-CIM
mechanism with differential computing scheme is proposed for energy-efficient
ternary MAC operations while preserving high NN accuracy. The proposed
TL-nvSRAM-CIM achieves 7.8x higher storage density, compared with the
state-of-art works. Moreover, TL-nvSRAM-CIM shows up to 2.9x and 1.9x enhanced
energy-efficiency, respectively, compared to the baseline designs of SRAM-CIM
and ReRAM-CIM, respectively