Massoud Pedram

A Profit Optimization Framework of Energy Storage Devices in Data Centers: Hierarchical Structure and Hybrid Types

2016

This paper investigates the hierarchical deployment and over-provisioning of energy storage devices (ESDs) in data ceners by (i) adopting a realistic power delivery architecture (from Intel) for centralized ESD structure as the starting point, (ii) …

Efficient Peak Shaving in a Data Center by Joint Optimization of Task Assignment and Energy Storage Management

2016

The usage of energy storage devices in data centers has been widely studied for the purpose of peak shaving in the context of dynamic utility pricing. To effectively achieve peak shaving in a data center …

Low-Precision Mixed-Computation Models for Inference on Edge

2024 · IEEE Transactions on Very Large Scale Integration (VLSI) Systems

This article presents a mixed-computation neural network processing approach for edge applications that incorporates low-precision (low-width) Posit and low-precision fixed point (FixP) number systems. This mixed-computation approach uses 4-bit Posit (Posit4), which has higher precision …

X-IMM: Mixed-Signal Iterative Montgomery Modular Multiplication

2024

In this paper, we present a mixed-signal implementation of iterative Montgomery multiplication algorithm (called X-IMM) for using in large arithmetic word size (LAWS) computations. LAWS is mainly utilized in security applications such as lattice-based cryptography, …