Chip design with machine learning: a survey from algorithm perspective
Chip design with machine learning (ML) has been widely explored to achieve better
designs, lower runtime costs, and no human-in-the-loop process. However, with tons of …
designs, lower runtime costs, and no human-in-the-loop process. However, with tons of …
Karna: A gate-sizing based security aware EDA flow for improved power side-channel attack protection
Power side-channel attacks pose a serious threat to the security of embedded devices. Most
available countermeasures have significant overheads resulting in the application not …
available countermeasures have significant overheads resulting in the application not …
Heterogeneous graph neural network-based imitation learning for gate sizing acceleration
Gate Sizing is an important step in logic synthesis, where the cells are resized to optimize
metrics such as area, timing, power, leakage, etc. In this work, we consider the gate sizing …
metrics such as area, timing, power, leakage, etc. In this work, we consider the gate sizing …
Transistor count reduction by gate merging
CM de Oliveira Conceição… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
A large set of ASICs uses much more transistors than its necessity, as they use a library of
cells with a limited amount of logic functions. This small number of logic functions in a …
cells with a limited amount of logic functions. This small number of logic functions in a …
Fast Lagrangian relaxation-based multithreaded gate sizing using simple timing calibrations
Accurate delay analysis with distributed RC delay can be computationally expensive, and
can contribute the majority of the total runtime for gate sizers. Recent works have shown that …
can contribute the majority of the total runtime for gate sizers. Recent works have shown that …
Provably fast and near-optimum gate sizing
S Daboul, N Hähnle, S Held… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
We present a new approach for the cell selection problem based on a resource sharing
formulation, which is a specialization of Lagrangian relaxation with multiplicative weight …
formulation, which is a specialization of Lagrangian relaxation with multiplicative weight …
Mitigation and predictive assessment of SET immunity of digital logic circuits for space missions
Due to the intrinsic masking effects of combinational circuits in digital designs, Single-Event
Transient (SET) effects were considered irrelevant compared to the data rupture caused by …
Transient (SET) effects were considered irrelevant compared to the data rupture caused by …
Task-based parallel programming for gate sizing
D Mangiras, D Chinnery… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Physical synthesis engines need to embrace all available parallelism to cope with the
increasing complexity of modern designs and still offer high quality of results. To achieve this …
increasing complexity of modern designs and still offer high quality of results. To achieve this …
Enhancing sensitivity-based power reduction for an industry IC design context
For many years, discrete gate sizing has been widely used for timing and power optimization
in VLSI designs. The importance of gate sizing optimization has been emphasized by …
in VLSI designs. The importance of gate sizing optimization has been emphasized by …
Fast Lagrangian relaxation based gate sizing using multi-threading
We propose techniques to achieve very fast multi-threaded gate-sizing and threshold-
voltage swap for leakage power minimization. We focus on multi-threading Lagrangian …
voltage swap for leakage power minimization. We focus on multi-threading Lagrangian …