EDBT 2026 Demo / reviewers in the wild / expert
Kenneth L. Shepard
dblp:37/907
· DBLP profile ↗
31ranked-venue papers
14as first author
3since 2021 · last 2025
0000-0003-0665-6775ORCID · verified
Domains — the database's venue-derived domains; a paper can count in several
Systems, architecture and hardware · 29 · 14 first-author · 3 since 2021Applied, interdisciplinary, general and emerging computing · 2Software engineering, systems software and programming languages · 1 · 1 since 2021
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2025 | MINDFUL: Safe, Implantable, Large-Scale Brain-Computer Interfaces from a System-Level Design Perspective
Guy Eichler, Yatin Gilhotra, Nanyu Zeng, Martha A. Kim, Kenneth L. Shepard, Luca P. Carloni |
MICRO | 5 |
| 2024 | BlitzCoin: Fully Decentralized Hardware Power Management for Accelerator-Rich SoCsabstractOn-chip power-management techniques have evolved over several processor generations. However, response time and scalability constraints have made it difficult to translate existing power-management strategies to current or next-generation System-on-Chip (SoC) architectures, which are expected to comprise tens to hundreds of cores and accelerators. In this work we present BlitzCoin, a fully decentralized hardware power-management strategy for large, accelerator-rich SoCs, coupled with optimized unified voltage and frequency regulation. We evaluated BlitzCoin through RTL simulations of multiple SoCs targeted toward different application domains. The results are further validated through silicon measurements of a fabricated 12 nm many-accelerator SoC that includes BlitzCoin. Our evaluations show that BlitzCoin is markedly faster, with 8× to 12× lower response times, which provides 25%-34% throughput improvement and allows for scaling to 7 × to 13 × larger SoCs compared to state-of-the-art centralized power-management strategies, all with an area overhead of <1%. Martin Cochet, Karthik Swaminathan, Erik Jens Loscalzo, Joseph Zuckerman, Maico Cassel, Davide Giri, Alper Buyuktosunoglu, David Brooks 0001, Gu-Yeon Wei, Kenneth L. Shepard, Luca P. Carloni, Pradip Bose |
ISCA | 11 |
| 2022 | A Scalable Methodology for Agile Chip Development with Open-Source Hardware ComponentsabstractWe present a scalable methodology for the agile physical design of tile-based heterogeneous system-on-chip (SoC) architectures that simplifies the reuse and integration of open-source hardware components. The methodology leverages the regularity of the on-chip communication infrastructure, which is based on a multi-plane network-on-chip (NoC), and the modularity of socket interfaces, which connect the tiles to the NoC. Each socket also provides its tile with a set of platform services, including independent clocking and voltage control. As a result, the physical design of each tile can be decoupled from its location in the top-level floorplan of the SoC and the overall SoC design can benefit from a hierarchical timing-closure flow, design reuse and, if necessary, fast respin. With the proposed methodology we completed two SoC tapeouts of increasing complexity, which illustrate its capabilities and the resulting gains in terms of design productivity. Maico Cassel, Martin Cochet, Karthik Swaminathan, Joseph Zuckerman, Paolo Mantovani, Davide Giri, Jeff Zhang 0001, Erik Jens Loscalzo, Gabriele Tombesi, Kevin Tien, Nandhini Chandramoorthy, John-David Wellman, David Brooks 0001, Gu-Yeon Wei, Kenneth L. Shepard, Luca P. Carloni, Pradip Bose |
ICCAD | 16 |
| 2016 | An FPGA-based infrastructure for fine-grained DVFS analysis in high-performance embedded systemsabstractEmerging technologies provide SoCs with fine-grained DVFS capabilities both in space (number of domains) and time (transients in the order of tens of nanoseconds). Analyzing these systems requires cycle-accurate accounting of rapidly-changing dynamics and complex interactions among accelerators, interconnect, memory, and OS. We present an FPGA-based infrastructure that facilitates such analyses for high-performance embedded systems. We show how our infrastructure can be used to first generate SoCs with loosely-coupled accelerators, and then perform design-space exploration considering several DVFS policies under full-system workload scenarios, sweeping spatial and temporal domain granularity. Paolo Mantovani, Emilio G. Cota, Kevin Tien, Christian Pilato, Giuseppe Di Guglielmo, Kenneth L. Shepard, Luca P. Carloni |
DAC | 6 |
| 2013 | Graphene Field-Effect Transistors Based on Boron-Nitride DielectricsabstractTwo-dimensional atomic sheets of graphene represent a new class of nanoscale materials with potential applications in electronics. However, exploiting the intrinsic characteristics of graphene devices has been problematic due to impurities and disorder in the surrounding dielectric and graphene/dielectric interfaces. Recent advancements in fabricating graphene heterostructures by alternately layering graphene with crystalline hexagonal boron nitride (hBN), its insulating isomorph, have led to an order of magnitude improvement in graphene device quality. Here, recent developments in graphene devices utilizing boron-nitride dielectrics are reviewed. Field-effect transistor (FET) characteristics of these systems at high bias are examined. Additionally, existing challenges in material synthesis and fabrication and the potential of graphene/BN heterostructures for novel electronic applications are discussed. Inanc Meric, Cory R. Dean, Nicholas Petrone, Lei Wang 0044, James C. Hone, Philip Kim, Kenneth L. Shepard |
Proc. IEEE | 7 |
| 2012 | High-throughput biology in the time domain: Improving temporal resolution of single-molecule sensorsabstractThe rise of single-molecule sensors is leading to important changes in the design of high-throughput biotechnology platforms, as they migrate from slow but high-accuracy methods to faster and noisier techniques. These developments place new demands on electronic instrumentation to keep up with the fast asynchronous signals produced by these systems. We will review some of the recent developments in this area, and present examples from our work developing new electronic single-molecule sensing platforms. Jacob K. Rosenstein, Kenneth L. Shepard |
ISCAS | 2 |
| 2011 | Single-molecule electronic detection using nanoscale field-effect devicesabstractTraditionally, biomolecular systems have been studied in ensemble. While much can be determined with ensemble measurements, scientific and technological interest is rapidly moving to single-molecule techniques, which rely primarily on fluorescent markers and advanced microscopy techniques. In this paper, we describe recent work using nanoscale transistors based on carbon nanotubes as charge-sensitive detectors. We show carbon nanotubes can be used for ensemble studies through sidewall adsorption. Sensitivity can be greatly enhanced though an engineered defect in the nanotube. Biomolecular interactions are characterized by random-telegraph-noise response, which can be analyzed to study single-molecule kinetics and thermodynamics. Sebastian Sorgenfrei, Kenneth L. Shepard |
DAC | 2 |
| 2008 | Characterization and modeling of graphene field-effect devicesabstractThe novel electronic properties of graphene, including a linear energy dispersion relation and purely two-dimensional structure, have led to intense research into possible applications of this material in nanoscale devices. In this paper, we review the unique electronic properties of graphene that give it the potential for high frequency electronic applications. We then present the latest results on the current-voltage characteristics of top-gated graphene FETs. These devices show unique characteristics related to the ambipolar nature of the graphene channel. In addition, the devices show very high saturation velocities, suggesting the possibility for superior high frequency performance. Our initial devices have transconductances as high as 150 muS/mum despite low on-off current ratios, making the devices very suitable for analog/RF applications. Kenneth L. Shepard, Inanc Meric, Philip Kim |
ICCAD | 1 |
| 2008 | Digital Circuit Design Challenges and Opportunities in the Era of Nanoscale CMOSabstractWell-designed circuits are one key ldquoinsulatingrdquo layer between the increasingly unruly behavior of scaled complementary metal-oxide-semiconductor devices and the systems we seek to construct from them. As we move forward into the nanoscale regime, circuit design is burdened to ldquohiderdquo more of the problems intrinsic to deeply scaled devices. How this is being accomplished is the subject of this paper. We discuss new techniques for logic circuits and interconnect, for memory, and for clock and power distribution. We survey work to build accurate simulation models for nanoscale devices. We discuss the unique problems posed by nanoscale lithography and the role of geometrically regular circuits as one promising solution. Finally, we look at recent computer-aided design efforts in modeling, analysis, and optimization for nanoscale designs with ever increasing amounts of statistical variation. Benton H. Calhoun, Yu Cao 0001, Xin Li 0001, Ken Mai, Lawrence T. Pileggi, Rob A. Rutenbar, Kenneth L. Shepard |
Proc. IEEE | 7 |
| 2006 | Variability and yield improvement: rules, models, and characterizationabstractYield and variability are becoming detractors for successful design in sub-90-nm process technologies. We consider the fundamental lithography and process issues that are driving variability and yield and the role of design rules in future processes. We examine the importance of layout-aware modeling and layout regularity, including advantages and cost. Characterization structures for examining the electrical effects of device-level variability are discussed as well as circuit techniques for mitigating variability and yield challenges. Kenneth L. Shepard, Daniel N. Maynard |
ICCAD | 1 |
| 2004 | Full-chip, three-dimensional shapes-based RLC extractionabstractIn this paper, we report the development of a full-chip, three-dimensional, shapes-based, resistence-inductance-capacitance extraction tool, which was developed as part of a university-industry collaboration. The technique of return-limited inductances is used to provide a sparse, frequency-independent inductance and resistance network with self-inductances that represent sensible "nominal" values in the absence of mutual coupling. Mutual inductances are extracted for accurate crosstalk analysis. The tool exploits high-capacity scan-band techniques and disk caching. Accuracy is validated by comparison with full-wave finite-element field solvers. Dipak Sitaram, Kenneth L. Shepard |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 3 |
| 2003 | Design of Resonant Global Clock DistributionsabstractWe present a new approach to global clock distribution in which traditional tree-driven grids are augmented with on-chip inductors to resonate the clock capacitance at the fundamental frequency of the clock node. Rather than being dissipated as heat, the energy of the fundamental resonates between electric and magnetic forms. The clock drivers must only provide the energy necessary to overcome losses. As a result, power reduction of over 80% is possible depending on the Q of the resonant system. Clock latency is also improved because the effective capacitance of the grid is lower, and fewer buffer stages are necessary to drive the grid. Skew and jitter reductions come about because of this reduced buffer latency. Steven C. Chan, Kenneth L. Shepard, Phillip J. Restle |
ICCD | 2 |
| 2003 | Charge-Recycling Voltage Domains for Energy-Efficient Low-Voltage Operation of Digital CMOS CircuitsabstractWe describe an energy-efficient means to achieve on-chip dc-dc conversion for dynamic energy-performance trade-offs in digital circuits. The approach uses balanced voltage islands running at fractions of the supply voltage. Charge "discarded" by one domain is "recycled" to supply energy for another. When the domains are ideally balanced, all the energy dissipated by electrons in "dropping" to lower potentials is used for active computation. We describe the design of an active on-chip voltage regulation scheme to provide controlled dc-dc conversion with this technique. Saravanan Rajapandian, Zheng Xu 0003, Kenneth L. Shepard |
ICCD | 3 |
| 2003 | On-chip oscilloscopes for noninvasive time-domain measurement of waveforms in digital integrated circuitsabstractHigh-speed digital design is becoming increasingly analog. In particular, interconnect response at high frequencies can be nonmonotonic with "porch steps" and ringing. Crosstalk (both capacitive and inductive) can result in glitches on wires that can produce functional failures in receiving circuits. Most of these important effects are not addressed with traditional automatic test pattern generation (ATPG) and built-in self-test (BIST) techniques, which are limited to the binary abstraction. In this work, we explore the feasibility of integrating primitive sampling oscilloscopes on-chip to provide waveforms on selective critical nets for test and diagnosis. The oscilloscopes rely on subsampling techniques to achieve 10-ps timing accuracy. High-speed samplers are combined with delay-locked loops (DLLs) and a simple 8-bit analog-to-digital converter (ADC) to convert the waveforms into digital data that can be incorporated as part of the chip scan chain. We will describe the design and measurement of a chip we have fabricated to incorporate these oscilloscopes with a high-frequency interconnect structure in a TSMC 0.25-/spl mu/m process. The layout was extracted using Cadence's Assura RCX-PL extraction engine, enabling a comparison between simulated and measured results. Kenneth L. Shepard |
IEEE Trans. Very Large Scale Integr. Syst. | 2 |
| 2002 | Implicit treatment of substrate and power-ground losses in return-limited inductance extractionabstractFull-wave analysis, based on rigorous solution of the differential or integral form of Maxwell's equations, is too slow for all but the smallest designs. Traditional on-chip extraction engines are, therefore, being pushed to extract inductance and provide accurate high-frequency interconnect modelling while maintaining computational efficiency and capacity. This paper describes further accuracy-improving enhancements to the commecial full-chip RLCK extraction engine, Assura RLCX[1], based on the return-limited inductance formulation. Specifically, we incorporate substrate losses due to eddy currents and power-ground losses while, based on design-driven assumptions, avoiding explicit extraction of the power-ground and substrate. Results are validated on small testcases where comparison with full-wave solution is practical. Dipak Sitaram, Kenneth L. Shepard |
ICCAD | 3 |
| 2002 | Static noise analysis for digital integrated circuits in partially depleted silicon-on-insulator technologyabstractThis paper extends transistor-level static noise analysis to consider the unique features of partially depleted silicon-on-insulator (PD-SOI) technology: floating-body-induced threshold voltage variations and parasitic bipolar leakage currents. This involves a unique state-diagram abstraction of the device physics determining the body potential of PD-SOI FETs. Based on this picture, a simple model of the body voltage is derived which takes into account modest knowledge of which nets have dependable regular switching activity. Results are presented using a commercial static noise analysis tool incorporating these extensions and comparisons are made with SPICE. Steven C. Chan, Kenneth L. Shepard |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 2 |
| 2001 | Practical Considerations in RLCK Crosstalk Analysis for Digital Integrated CircuitsabstractInductance and inductive crosstalk has become an important new concern for on-chip wires in deep-submicron integrated circuits. Recent advances in extractors to include inductance make possible the extraction of coupled RLCK interconnect networks from large, complex on-chip layouts. We describe the techniques we use in a commercial static noise analysis tool to analyze crosstalk noise due to fully-coupled RLCK networks extracted from layout. Notable are the approaches we use to filter and lump aggressor couplings, as well as the techniques used to handle degeneracies in the modified nodal analysis (MNA)formulation. Furthermore, the nonmonotonicity of interconnect responses in the presence of inductance require additional "sensitizations" in searching the possible switching events inducing the worst-case noise. Comparisons with silicon indicate the need to include the substrate in the extracted models in certain cases. Steven C. Chan, Kenneth L. Shepard |
ICCAD | 2 |
| 2001 | On-Chip Oscilloscopes for Noninvasive Time-domain Measurement of WaveformsabstractHigh-speed digital design is becoming increasingly analog. In particular, interconnect response at high frequencies can be non-monotonic with "porch steps" and ringing. Crosstalk (both capacitive and inductive) can result in glitches on wires that can produce functional failures in receiving circuits. Most of these important effects are not addressed with traditional ATPG and BIST techniques, which are limited to the binary abstraction. In this work, we explore the feasibility of integrating primitive sampling oscilloscopes on-chip to provide waveforms on selective critical nets for test and diagnosis. The oscilloscopes rely on subsampling techniques to achieve sub-10 psec timing accuracy. High speed samplers are combined with DLLs and a simple 8-bit ADC to convert the waveforms into digital data that can be incorporated as part of the chip scan chain. We will describe the design and measurement of a chip we have fabricated to incorporate these oscilloscopes with a high frequency interconnect structure in a TSMC 0.25 /spl mu/m process. Kenneth L. Shepard |
ICCD | 1 |
| 2001 | Body-voltage estimation in digital PD-SOI circuits and itsapplication to static timing analysisabstractPartially depleted silicon-on-insulator (PD-SOI) has emerged as a technology of choice for high-performance low-power deep-submicrometer digital integrated circuits. An important challenge to the successful use of this technology involves successfully managing and predicting the large "uncertainties" in the body potential and consequently the threshold voltages that can result from unknown past switching activity. In this paper, we present a unique state-diagram abstraction of the PD-SOI field-effect transistor that can capture all of the past switching activity determining the body voltage. Based on this picture, four different estimation schemes are discussed that increasingly bound floating body uncertainty based on more detailed knowledge of switching activity. Using these estimation techniques within a prototype transistor-level static timing analysis engine, we demonstrate both the accuracy of the estimation and the reduction in delay uncertainty possible with these techniques. Kenneth L. Shepard |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 1 |
| 2000 | Static noise analysis for digital integrated circuits in partially-depleted silicon-on-insulator technologyabstractIn this paper, we extend transistor-level static noise analysis tools to consider the unique features of partially-depleted silicon-on-insulator (PD-SOI) technology: floating-body-induced threshold voltage variations and parasitic bipolar leakage currents. This involves a unique state-diagram abstraction of the device physics determining the body-potential of PD-SOI FETs. Based on this picture, a simple model of the body voltage is derived which takes into account modest knowledge of which nets have dependable, regular switching activity. Results are presented using a commericial static noise analysis tool incorporating these extensions. Kenneth L. Shepard |
DAC | 1 |
| 2000 | Full-Chip, Three-Dimensional, Shapes-Based RLC ExtractionabstractIn this paper, we report the development of the first commercial full-chip, three-dimensional, shapes-based, RLCK extraction tool, developed as part of a university-industry collaboration. The technique of return-limited inductances is used to provide a sparse, frequency-independent inductance and resistance network with self-inductances that represent sensible "nominal" values in the absence of mutual coupling. Mutual inductances are extracted for accurate noise analysis. The tool, Assura RLCX, exploits high-capacity scan-band techniques and disk caching for inductance extraction as an extension to Cadence's existing Assura RCX extractor. Kenneth L. Shepard, Dipak Sitaram |
ICCAD | 1 |
| 2000 | Return-limited inductances: a practical approach to on-chipinductance extractionabstractDecreasing slew rates and efforts to reduce the resistance-capacitance (RC) delays of on-chip interconnect through design and technology have resulted in the growing importance of inductance in analyzing interconnect response for timing and noise analysis. In this paper, we consider a practical approach for extracting approximate inductances of on-chip interconnect. This approach, which we call the method of return-limited inductances, is based on performing the inductance modeling of signal lines and power-ground lines independently and on taking advantage of the power and ground distribution of the chip to localize inductive coupling. A set of simple geometry-based matrix decomposition rules guide sparsification in these extractions. Kenneth L. Shepard, Zhong Tian |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 1 |
| 1999 | Body-voltage estimation in digital PD-SOI circuits and its application to static timing analysisabstractWe describe a technique for estimating the floating body potentials of partially-depleted silicon-on-insulator (PD-SOI) circuits under steady switching activity and under initial activity after a long period of quiescence. The approach is based on a unique state diagram abstraction of the PD-SOI FET that captures all of the essential device physics. This picture yields a simple analytic model of the body voltage which is used within the context of a prototype transistor-level static timing analysis engine. Results are presented that demonstrate the accuracy of the analytic body-voltage model and the reduction in delay uncertainty possible with this technique. Kenneth L. Shepard |
ICCAD | 1 |
| 1999 | Harmony: static noise analysis of deep submicron digital integrated circuitsabstractAs technology scales into the deep submicron regime, noise immunity is becoming a metric of comparable importance to area, timing, and power for the analysis and design of very large scale integrated (VLSI) systems. A metric for noise immunity is defined, and a static noise analysis methodology based on this noise-stability metric is introduced to demonstrate how noise can be analyzed systematically on a full-chip basis using simulation-based transistor-level analysis. We then describe Harmony, a two-level (macro and global) hierarchical implementation of static noise analysis. At the macro level, simplified interconnect models and timing assumptions guide efficient analysis. The global level involves a careful combination of static noise analysis, static timing analysis, and detailed interconnect macromodels based on reduced-order modeling techniques. We describe how the interconnect macromodels are practically employed to perform coupling analysis and how timing constraints can be used to limit pessimism in the analysis. Kenneth L. Shepard, Vinod Narayanan, Ron Rose |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 1 |
| 1998 | Taming Noise in Deep Submicron Digital Integrated Circuits (Panel)abstractAs technology scales into the deep submicron regime, noise immunity is becoming a metric of comparable importance to area, timing, and power for the analysis and design of digital VLSI chips. Are functional failures due to noise really a problem in a static CMOS design? Are design rules in the circuits and interconnect sufficient to protect against noise failures? Do design rules targetted to ensure noise immunity result in excessive penalty to performance and area due to their inherent conservatism? Is inductance in the interconnect really a problem? How much do we really need to account for capacitive coupling inductance, and inductive coupling in delay analysis? N. S. Nagaraj, Kenneth L. Shepard, Takahide Inone |
DAC | 2 |
| 1998 | Design Methodologies for Noise in Digital Integrated CircuitsabstractIn this paper, we describe the growing problems of noise in digital integrated circuits and the design tools and techniques used to ensure the noise immunity of digital designs. Kenneth L. Shepard |
DAC | 1 |
| 1998 | How will CAD handle billion-transistor systems? (panel)abstractNo abstract available. Robert C. Aitken, Jason Cong, Randy Harr, Kenneth L. Shepard, Marilyn Wolf |
ICCAD | 4 |
| 1997 | Global harmony: coupled noise analysis for full-chip RC interconnect networksabstractNoise is becoming one of the most important metrics in the design of VLSI systems, certainly of comparable importance to area, timing, and power. In this paper, we describe Global Harmony, a methodology for the analysis of coupling noise in the global interconnect of large VLSI chips being developed for the design of high-performance microprocessors. The architecture of Global Harmony involves a careful combination of static noise analysis, static timing analysis, and reduced-order modelling techniques. We describe a reduced-order modelling approach that allows for passive multiport reduction of RC netlists as impedance macromodels while preserving the symmetry and sparsity of the state matrices for efficient storage. We describe how the macromodels are practically employed to perform coupling analysis and how timing constraints can be used to limit pessimism in the analysis. Kenneth L. Shepard, Vinod Narayanan, Peter C. Elmendorf, Gutuan Zheng |
ICCAD | 1 |
| 1997 | Practical Issues of Interconnect Analysis in Deep Submicron Integrated CircuitsabstractIn this paper, we review the algorithms and methodologies used for interconnect analysis in deep submicron integrated circuits. In particular, we examine the techniques that have been practically used for static timing and static noise analysis in the design of high-performance microprocessors. We also consider the technology and performance trends which are driving us toward more sophisticated algorithms and more complex analysis for interconnect. Kenneth L. Shepard |
ICCD | 1 |
| 1997 | Design Methodology for the High-Performance G4 S/390abstractThis paper describes the methodology employed in the design of the G4 S/390 microprocessor. Issues of verifying design metrics of power, noise, timing, and functional correctness are discussed within the context of a performance-driven transistor-level custom design approach. Semi-automated techniques to encourage designer productivity consistent with the objectives of a high-frequency deep submicron design point are presented as are the practical issues associated with managing the complexity of an 8 million transistor design. Kenneth L. Shepard, Sean M. Carey, Daniel K. Beece, Robert F. Hatch, Gregory A. Northrop |
ICCD | 1 |
| 1996 | Noise in deep submicron digital designabstractAs technology scales into the deep submicron regime, noise immunity is becoming a metric of comparable importance to area, timing, and power for the analysis and design of VLSI systems. This paper defines noise as it pertains to digital systems and addresses the technology trends which are bringing noise issues to the forefront. The noise sources which are plaguing digital systems are explained. A metric referred to as noise stability is defined, and a static noise analysis methodology based on this metric is introduced to demonstrate how noise can be analyzed systematically. Analysis issues associated with on-chip interconnect are also considered. This paper concludes with a discussion of the device, circuit, layout, and logic design issues associated with noise. Kenneth L. Shepard, Vinod Narayanan |
ICCAD | 1 |