We are investigating a three-pronged approach to holistic data platforms and datacenter efficiency: vertical integration to minimize data-movement; specialization to optimize work per service; and approximation to tailor work for output quality.
3D-ICE
A thermal simulator which can perform transient thermal analyses of vertically stacked 3D integrated circuits with inter-tier Microchannel Liquid Cooling.
Exploration of Heterogeneous Architectures
for Novel QoS-Constrained High-Performance Computing Applications
Exploration of RRAM-Based Memory Solution for Edge Systems
RRAM is a promising solution due to its scalability and CMOS compatibility.
Genomic and Reconfigurable Computing
A scalable, high-performance framework for bioinformatics workloads, and the Aggregate Genomic Data (AGD) format.
Memory-centric Server Architecture
Novel solutions for datacenters to be in sync with the information flow
Multi-Objective Machine-Learning Based Resource Management
for Heterogeneous HPC Servers and Datacenters
Non-Volatile Memory (NVM)
To label a field as transient, so that after a restart, the restored instances of this field will be zeroed.
Novel Cooling Techniques and Thermal-Aware Design
and Management to Increase the Reliability of 2D/3D MPSoCs
Power-Aware Acceleration of Deep Learning (DL)
Training and Inference on High-Performance Computing (HPC) Servers
Scala Native
an optimizing ahead-of-time compiler and lightweight managed runtime designed specifically for Scala
