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Core Placement Optimization for Multi-chip Many-core Neural Network Systems with Reinforcement Learning

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2021; 26 (2)

Multi-chip many-core neural network systems are capable of providing high parallelism benefited from decentralized execution, and they can be scaled t......

A Robust Modulus-Based Matrix Splitting Iteration Method for Mixed-Cell-Height Circuit Legalization

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2021; 26 (2)

Modern circuits often contain standard cells of different row heights to meet various design requirements. Taller cells give larger drive strengths an......

A Deterministic-Path Routing Algorithm for Tolerating Many Faults on Very-Large-Scale Network-on-Chip

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2021; 26 (1)

Very-large-scale network-on-chip (VLS-NoC) has become a promising fabric for supercomputers, but this fabric may encounter the many-fault problem. Thi......

Mitigating Negative Impacts of Read Disturb in SSDs

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2021; 26 (1)

Read disturb is a circuit-level noise in solid-state drives (SSDs), whichmay corrupt existing data in SSD blocks and then cause high read error rate a......

Memristive Crossbar Mapping for Neuromorphic Computing Systems on 3D IC

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (1)

In recent years, neuromorphic computing systems based on memristive crossbar have provided a promising solution to enable acceleration of neural netwo......

Hierarchical Ensemble Reduction and Learning for Resource-constrained Computing

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (1)

Generic tree ensembles (such as Random Forest, RE) rely on a substantial amount of individual models to attain desirable performance. The cost of main......

Automatic Stage-form Circuit Reduction for Multistage Opamp Design Equation Generation

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (1)

An automatic stage-form circuit reduction method for multistage operational amplifiers (opamps) is proposed. A tool based on this method can reduce a ......

Analog/RF Post-silicon Tuning via Bayesian Optimization

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (1)

Tunable analog/RF circuit has emerged as a promising technique to address the significant performance uncertainties caused by process variations. To o......

Algorithmic Fault Detection for RRAM-based Matrix Operations

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (3)

An RRAM-based computing system (RCS) provides an energy-efficient hardware implementation of vectormatrix multiplication for machine-learning hardware......

A Robust Modulus-Based Matrix Splitting Iteration Method for Mixed-Cell-Height Circuit Legalization

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 26 (2)

Modern circuits often contain standard cells of different row heights to meet various design requirements. Taller cells give larger drive strengths an......

Adversarial Perturbation Attacks on ML-based CAD: A Case Study on CNN-based Lithographic Hotspot Detection

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (5)

There is substantial interest in the use of machine learning (ML)-based techniques throughout the electronic computer-aided design (CAD) flow, particu......

Energy-Efficient GPU L2 Cache Design Using Instruction-Level Data Locality Similarity

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (6)

This article presents a novel energy-efficient cache design for massively parallel, throughput-oriented architectures like GPUs. Unlike L1 data cache ......

MNFTL: An Efficient Flash Translation Layer for MLC NAND Flash Memory

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 25 (6)

The write constraints of Multi-Level Cell (MLC) NAND flash memory make most of the existing flash translation layer (FTL) schemes inefficient or inapp......

Core Placement Optimization for Multi-chip Many-core Neural Network Systems with Reinforcement Learning

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2020; 26 (2)

Multi-chip many-core neural network systems are capable of providing high parallelism benefited from decentrali7ed execution, and they can be scaled t......

Improving Test and Diagnosis Efficiency through Ensemble Reduction and Learning

期刊: ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2019; 24 (5)

Machine learning is a powerful lever for developing, improving, and optimizing test methodologies to cope with the demand from the advanced nodes. Ens......

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