EDBT 2026 Demo / reviewers in the wild / expert
Arvind Sridhar
dblp:99/7570
· DBLP profile ↗
16ranked-venue papers
7as first author
0since 2021 · last 2018
—ORCID · none
Domains — the database's venue-derived domains; a paper can count in several
Systems, architecture and hardware · 15 · 7 first-authorSoftware engineering, systems software and programming languages · 3Applied, interdisciplinary, general and emerging computing · 2
Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.
| Computer architecture, parallel and distributed computing, and storage systems
5 papers |
Energy-efficient computing · 51% Performance modeling and evaluation · 20% Integrated circuit design · 10% |
Topics — the 14 heaviest of 15, each with the papers that count most for it
| Topic | Weight | Papers | Last | Evidence papers |
|---|---|---|---|---|
Energy-efficient computing
thermal management |
0.6 | 3 | 2018 | PowerCool: Simulation of Cooling and Powering of 3D MPSoCs with Integrated Flow Cell Arrays · IEEE Trans. Computers 2018 3D-ICE: A Compact Thermal Model for Early-Stage Design of Liquid-Cooled ICs · IEEE Trans. Computers 2014 A Semi-Analytical Thermal Modeling Framework for Liquid-Cooled ICs · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2014 |
Performance modeling and evaluation
simulation |
0.5 | 2 | 2018 | PowerCool: Simulation of Cooling and Powering of 3D MPSoCs with Integrated Flow Cell Arrays · IEEE Trans. Computers 2018 3D-ICE: A Compact Thermal Model for Early-Stage Design of Liquid-Cooled ICs · IEEE Trans. Computers 2014 |
Processor architecture and microarchitecture
chip multiprocessor |
0.4 | 2 | 2018 | PowerCool: Simulation of Cooling and Powering of 3D MPSoCs with Integrated Flow Cell Arrays · IEEE Trans. Computers 2018 GreenCool: An Energy-Efficient Liquid Cooling Design Technique for 3-D MPSoCs Via Channel Width Modulation · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2013 |
Energy-efficient computing
thermal modeling |
0.4 | 2 | 2014 | A Semi-Analytical Thermal Modeling Framework for Liquid-Cooled ICs · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2014 3D-ICE: A Compact Thermal Model for Early-Stage Design of Liquid-Cooled ICs · IEEE Trans. Computers 2014 |
Energy-efficient computing › thermal management
thermal-aware design |
0.3 | 2 | 2014 | A Semi-Analytical Thermal Modeling Framework for Liquid-Cooled ICs · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2014 Neural Network-Based Thermal Simulation of Integrated Circuits on GPUs · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2012 |
Performance modeling and evaluation › simulation
thermal simulation |
0.3 | 2 | 2014 | 3D-ICE: A Compact Thermal Model for Early-Stage Design of Liquid-Cooled ICs · IEEE Trans. Computers 2014 Neural Network-Based Thermal Simulation of Integrated Circuits on GPUs · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2012 |
Energy-efficient computing › thermal management
liquid cooling |
0.3 | 1 | 2018 | PowerCool: Simulation of Cooling and Powering of 3D MPSoCs with Integrated Flow Cell Arrays · IEEE Trans. Computers 2018 |
Energy-efficient computing
power delivery |
0.3 | 1 | 2018 | PowerCool: Simulation of Cooling and Powering of 3D MPSoCs with Integrated Flow Cell Arrays · IEEE Trans. Computers 2018 |
Integrated circuit design
3d integration |
0.2 | 1 | 2014 | 3D-ICE: A Compact Thermal Model for Early-Stage Design of Liquid-Cooled ICs · IEEE Trans. Computers 2014 |
Energy-efficient computing › thermal modeling
compact thermal model |
0.2 | 1 | 2014 | 3D-ICE: A Compact Thermal Model for Early-Stage Design of Liquid-Cooled ICs · IEEE Trans. Computers 2014 |
Electronic design automation
physical design |
0.2 | 1 | 2013 | GreenCool: An Energy-Efficient Liquid Cooling Design Technique for 3-D MPSoCs Via Channel Width Modulation · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2013 |
Electronic design automation › physical design › floorplanning
thermal-aware floorplanning |
0.2 | 1 | 2013 | GreenCool: An Energy-Efficient Liquid Cooling Design Technique for 3-D MPSoCs Via Channel Width Modulation · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2013 |
GPUs and heterogeneous computing › GPU-accelerated scientific computing
GPU-accelerated simulation |
0.1 | 1 | 2012 | Neural Network-Based Thermal Simulation of Integrated Circuits on GPUs · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2012 |
Energy-efficient computing › thermal management
micro-channel cooling |
0.1 | 1 | 2014 | A Semi-Analytical Thermal Modeling Framework for Liquid-Cooled ICs · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2014 |
Methods — techniques the papers use, named apart from their topics
subthreshold leakage estimation · 0.3electrochemical modeling · 0.3compact thermal modeling · 0.3thermal-electrical analogy · 0.2state-space representation · 0.2semi-analytical modeling · 0.2compact transient thermal model · 0.24-resistor model · 0.22-resistor model · 0.2channel width modulation · 0.2
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2018 | PowerCool: Simulation of Cooling and Powering of 3D MPSoCs with Integrated Flow Cell ArraysabstractIntegrated Flow-Cell Arrays (FCAs) represent a combination of integrated liquid cooling and on-chip power generation, converting chemical energy of the flowing electrolyte solutions to electrical energy. The FCA technology provides a promising way to address both heat removal and power delivery issues in 3D Multiprocessor Systems-on-Chips (MPSoCs). In this paper we motivate the benefits of FCA in 3D MPSoCs via a qualitative analysis and explore the capabilities of the proposed technology using our extended PowerCool simulator. PowerCool is a tool that performs combined compact thermal and electrochemical simulation of 3D MPSoCs with inter-tier FCA-based cooling and power generation. We validate our electrochemical model against experimental data obtained using a micro-scale FCA, and extend PowerCool with a compact thermal model (3D-ICE) and subthreshold leakage estimation. We show the sensitivity of the FCA cooling and power generation on the design-time (FCA geometry) and run-time (fluid inlet temperature, flow rate) parameters. Our results show that we can optimize the FCA to keep maximum chip temperature below 95 °C for an average chip power consumption of 50 W/cm2while generating up to 3.6 W per cm2of chip area. Artem Aleksandrovich Andreev, Arvind Sridhar, Mohamed M. Sabry, Marina Zapater, Patrick W. Ruch, Bruno Michel, David Atienza 0001 |
IEEE Trans. Computers | 2 |
| 2017 | Internet of the body and cognitive companion: Enabling high-quality monitoring of patients at homeabstractWearables that continuously acquire vital and other medically relevant parameters facilitate treatment optimizations for individual patients and reduce the duration of hospitalizations - thus improving the patients' quality of life. To accomplish this, we demonstrate a scalable architecture that connects wearables through a hub to the cloud, combines edge and cloud computing to provide optimal user interaction, and allows analytics on multi-stream data from those connected devices. Rahel Straessle, Yuksel Temiz, Sebastian Gerke, Jonas R. M. Weiss, Arvind Sridhar, Stephan Paredes, Thomas Brunschwiler, Emanuel Loertscher, Neil Ebejer, Bruno Michel, Theodore G. van Kessel, Ismael Faro, Sufi Zafar, Frank Libsch, Marc A. Taubenblatt, Keiji Matsumoto |
Healthcom | 5 |
| 2015 | ICCAD 2015 Contest in 3D Interlayer Cooling Optimized NetworkabstractMicrochannel liquid cooling has been proposed since the late 2000s as a viable enabler for 3D integration of microprocessors to continue scaling of computing power in the face of increasingly reduced returns from CMOS technology scaling. Thermal and electrical demonstrations of microchannel liquid-cooled heat sinks on the back side of IC dies exist in the literature and the compatibility of its fabrication with the existing CMOS process has been shown. This compatibility also gives rise to the prospect of building of nearly an infinite variety of channel networks with no additional manufacturing cost. This ICCAD 2015 problem aims to identify methods to optimize such microchannel fluid networks, and to evaluate impact of different cooling networks on different computing architectures floorplans. Arvind Sridhar, Mohamed M. Sabry, David Atienza 0001 |
ICCAD | 1 |
| 2014 | Integrated microfluidic power generation and cooling for bright silicon MPSoCsabstractThe soaring demand for computing power in our digital information age has produced, as an undesirable side-effect, a surge in power consumption and heat density for Multiprocessors Systems-on-Chip (MPSoCs). The resulting temperature rise results in operating conditions that already preclude operating all the cores at maximum performance levels, in order to prevent system overheating and failures. With more power demands, MPSoCs will face a power delivery wall due to the reliability limitations of the underlying power delivery medium. Thus, state-of-the-art power and cooling delivery solutions are reaching their performance limits and it will no longer be possible to power up simultaneously all the available on-chip cores (situation known as dark silicon). In this paper we investigate a recently proposed disruptive approach to overcome the prevailing worst-case power and cooling provisioning paradigms for MPSoCs. This proposed approach integrates MPSoC with an on-chip microfluidic fuel cell network for joint cooling and power supply (i.e., localized power generation and delivery). By providing alternative means to power delivery integrated with cooling, MPSoCs are expected to gain in I/O connectivity. Based on this disruptive technology, we can envision the removal of the current limits of power delivery and heat dissipation in MPSoC designs, subsequently avoiding dark silicon and enabling a paradigm shift in future energy-proportional computing architecture designs. Mohamed M. Sabry, Arvind Sridhar, David Atienza 0001, Patrick W. Ruch, Bruno Michel |
DATE | 2 |
| 2014 | PowerCool: simulation of integrated microfluidic power generation in bright silicon MPSoCsabstractIntegrated microfluidic power generation and power delivery promises to be a disruptive packaging technology with the potential to combat dark silicon. It essentially consists of integrated microchannel-based electrochemical “flow cells” in a 2D/3D multiprocessor system-on-chip (MPSoC), that generate electricity to power up the entire or part of the chip, while also simultaneously acting as a high-efficiency microfluidic heat sink. Further development of this technology requires efficient modeling tools that would assess the efficacy of such solutions and help perform early-stage design space exploration. In this paper, we propose a compact mathematical model, called PowerCool, that performs electro-chemical modeling and simulation of integrated microfluidic power generation in MPSoCs. The accuracy of the model has been validated against fine-grained multiphysics simulations of flow cells in the COMSOL software that is unsuitable for EDA because of large simulation times. PowerCool model is demonstrated to be up to 425x times faster than COMSOL simulations while incurring a worst-case error of only 5%. Furthermore, the PowerCool model has been used to study and assess the efficacy of this technology for a test MPSoC. Arvind Sridhar, Mohamed M. Sabry, Patrick W. Ruch, David Atienza 0001, Bruno Michel |
ICCAD | 1 |
| 2014 | 3D-ICE: A Compact Thermal Model for Early-Stage Design of Liquid-Cooled ICsabstractLiquid-cooling using microchannel heat sinks etched on silicon dies is seen as a promising solution to the rising heat fluxes in two-dimensional and stacked three-dimensional integrated circuits. Development of such devices requires accurate and fast thermal simulators suitable for early-stage design. To this end, we present 3D-ICE, a compact transient thermal model (CTTM), for liquid-cooled ICs. 3D-ICE was first advanced incorporating the 4-resistor model-based CTTM (4RM-based CTTM). Later, it was enhanced to speed up simulations and to include complex heat sink geometries such as pin fins using the new 2 resistor model (2RM-based CTTM). In this paper, we extend the 3D-ICE model to include liquid-cooled ICs with multi-port cavities, i.e., cavities with more than one inlet and one outlet ports, and non-straight microchannels. Simulation studies using a realistic 3D multiprocessor system-on-chip (MPSoC) with a 4-port microchannel cavity highlight the impact of using 4-port cavity on temperature and also demonstrate the superior performance of 2RM-based CTTM compared to 4RM-based CTTM. We also present an extensive review of existing literature and the derivation of the 3D-ICE model, creating a comprehensive study of liquid-cooled ICs and their thermal simulation from the perspective of computer systems design. Finally, the accuracy of 3D-ICE has been evaluated against measurements from a real liquid-cooled 3D-IC, which is the first such validation of a simulator of this genre. Results show strong agreement (average error${\bf \lt 10\%}$), demonstrating that 3D-ICE is an effective tool for early-stage thermal-aware design of liquid-cooled 2D-/3D-ICs. Arvind Sridhar, Alessandro Vincenzi, David Atienza 0001, Thomas Brunschwiler |
IEEE Trans. Computers | 1 |
| 2014 | A Semi-Analytical Thermal Modeling Framework for Liquid-Cooled ICsabstractWith the development of liquid-cooled integrated circuits (ICs) using silicon microchannels, the study of heat transfer and thermal modeling in liquid-cooled heat sinks has gained interest in the last five years. As a consequence, several methodologies on the thermally-aware design of liquid-cooled 2-D/3-D ICs and multiprocessor system-on-chips (MPSoCs) have appeared in the literature. A key component in such methodologies is a fast and accurate thermal modeling technique that can be easily interfaced with design optimization tools. Conventional fully numerical techniques, such as finite-element methods, do not render themselves to enable such an easy interfacing with design tools and their order of complexity is too large for fast simulations. In this context, we present a new semi-analytical representation for heat flow in forced convective cooling inside microchannels, which is continuous in 1-D, i.e., along the direction of the coolant flow. This model is based on the well-known analogy between heat conduction and electrical conduction, and introduces distributed electrical parameters in the dimension considered to be continuous, resulting in a state-space representation of the heat transfer problem. Both steady state and transient semi-analytical models are presented. The proposed semi-analytical model is shown to have a closed-form solution for certain cases that are encountered in practical design problems. The accuracy of the model has been validated against state-of-the-art thermal modeling frameworks [1] (errors≪ 1%), with 3X speed-up of our proposed modeling framework. Arvind Sridhar, Mohamed M. Sabry, David Atienza 0001 |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 1 |
| 2013 | STEAM: a fast compact thermal model for two-phase cooling of integrated circuitsabstractTwo-phase liquid cooling of computer chips via microchannels etched directly on silicon dies is a potential long-term solution to enable continued integration of high-performance multiprocessors. Two-phase cooling refers to the heat removal via evaporation of a refrigerant flowing inside a heat sink. While possessing superior cooling properties, large-scale use of this technology in the industry is limited by the lack of thermal modeling tools that can accurately predict temperatures in a two-phase cooled IC. In this paper, we propose STEAM, a new compact thermal model for 2D/3D ICs with two-phase cooling via silicon microchannels. The accuracy of the STEAM model is validated against measurements from a real two-phase cooled IC test stack reported previously in literature. Temperatures were predicted with an average error as low as 10.2% for uniform heat fluxes and 6.9% for hotspots. Finally, the STEAM model is applied to a realistic 3D multiprocessor system-on-chip (3D MP-SoC) with two-phase cooling to simulate IC temperatures and the refrigerant pumping power, demonstrating the applicability of STEAM in the early-stage design of near-future high-performance computers with two-phase cooling. Arvind Sridhar, Yassir Madhour, David Atienza 0001, Thomas Brunschwiler, John Richard Thome |
ICCAD | 1 |
| 2013 | GreenCool: An Energy-Efficient Liquid Cooling Design Technique for 3-D MPSoCs Via Channel Width ModulationabstractLiquid cooling using interlayer microchannels has appeared as a viable and scalable packaging technology for 3-D multiprocessor system-on-chips (MPSoCs). Microchannel-based liquid cooling, however, can substantially increase the on-chip thermal gradients, which are undesirable for reliability, performance, and cooling efficiency. In this paper, we present GreenCool, an optimal design methodology for liquid-cooled 3-D MPSoCs. GreenCool simultaneously minimizes the cooling energy for a given system while maintaining thermal gradients and peak temperatures under safe limits. This is accomplished by tuning the heat transfer characteristics of the microchannels using channel width modulation. Channel width modulation is compatible with the current process technologies and incurs minimal additional fabrication costs. Through an extensive set of experiments, we show that channel width modulation is capable of complementing and enhancing the benefits of temperature-aware floorplanning. We also experiment with a 16-core 3-D system with stacked dynamic random-access memory, for which GreenCool improves energy efficiency by up to 53% with respect to no channel modulation. Mohamed M. Sabry, Arvind Sridhar, Ayse K. Coskun, David Atienza 0001 |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 2 |
| 2012 | Thermal balancing of liquid-cooled 3D-MPSoCs using channel modulationabstractWhile possessing the potential to replace conventional air-cooled heat sinks, inter-tier microchannel liquid cooling of 3D ICs also creates the problem of increased thermal gradients from the fluid inlet to outlet ports [1, 2]. These cooling-induced thermal gradients can be high enough to create undesirable stress in the ICs, undermining the structural reliability and lifetimes. In this paper, we present a novel design-time solution for the thermal gradient problem in liquid-cooled 3D Multi-Processor System-on-Chip (MPSoC) architectures. The proposed method is based on channel width modulation and provides the designers with an additional dimension in the design-space exploration. We formulate the channel width modulation as an optimal control design problem to minimize the temperature gradients in the 3D IC while meeting the design constraints. The proposed thermal balancing technique uses an analytical model for forced convective heat transfer in microchannels, and has been applied to a two tier 3D-MPSoC. The results show that the proposed approach can reduce thermal gradients by up to 31% when applied to realistic 3D-MPSoC architectures, while maintaining pressure drops in the microchannels well below their safe limits of operation. Mohamed M. Sabry, Arvind Sridhar, David Atienza 0001 |
DATE | 2 |
| 2012 | Accelerating thermal simulations of 3D ICs with liquid cooling using neural networksabstractVertical integration is a promising solution to further increase the performance of future ICs, but such 3D ICs present complex thermal issues that cannot be solved by conventional cooling techniques. Interlayer liquid cooling has been proposed to extract the heat accumulated within the chip. However, the development of liquid-cooled 3D ICs strongly relies on the availability of accurate and fast thermal models. Alessandro Vincenzi, Arvind Sridhar, Martino Ruggiero, David Atienza 0001 |
ACM Great Lakes Symposium on VLSI | 2 |
| 2012 | Neural Network-Based Thermal Simulation of Integrated Circuits on GPUsabstractWith the rising challenges in heat removal in integrated circuits (ICs), the development of thermal-aware computing architectures and run-time management systems has become indispensable to the continuation of IC design scaling. These thermal-aware design technologies of the future strongly depend on the availability of efficient and accurate means for thermal modeling and analysis. These thermal models must have not only the sufficient accuracy to capture the complex mechanisms that regulate thermal diffusion in ICs, but also a level of abstraction that allows for their fast execution for design space exploration. In this paper, we propose an innovative thermal modeling approach for full-chips that can handle the scalability problem of transient heat flow simulation in large 2-D/3-D multiprocessor ICs. This is achieved by parallelizing the computation-intensive task of transient temperature tracking using neural networks and exploiting the computational power of massively parallel graphics processing units. Our results show up to 35× run-time speedup compared to state-of-the-art IC thermal simulation tools while keeping the error lower than 1°C. Speedups scale with the size of the 3-D multiprocessor ICs and our proposed method serves as a valuable design space exploration tool. Arvind Sridhar, Alessandro Vincenzi, Martino Ruggiero, David Atienza 0001 |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 1 |
| 2011 | Towards thermally-aware design of 3D MPSoCs with inter-tier coolingabstractNew tendencies envisage 3D Multi-Processor System-On-Chip (MPSoC) design as a promising solution to keep increasing the performance of the next-generation high-performance computing (HPC) systems. However, as the power density of HPC systems increases with the arrival of 3D MPSoCs, supplying electrical power to the computing equipment and constantly removing the generated heat is rapidly becoming the dominant cost in any HPC facility. Thus, both power and thermal/cooling implications play a major role in the design of new HPC systems, given the energy constraints in our society. Therefore, EPFL, IBM and ETHZ have been working within the CMOSAIC Nano-Tera.ch program project in the last three years on the development of a holistic thermally-aware design. This paper presents the exploration in CMOSAIC of novel cooling technologies, as well as suitable thermal modeling and system-level design methods, which are all necessary to develop 3D MPSoCs with inter-tier liquid cooling systems. As a result, we develop energy-efficient run-time thermal control strategies to achieve energy-efficient cooling mechanisms to compress almost 1 Tera nano-sized functional units into one cubic centimeter with a 10 to 100 fold higher connectivity than otherwise possible. The proposed thermally-aware design paradigm includes exploring the synergies of hardware-, software- and mechanical-based thermal control techniques as a fundamental step to design 3D MPSoCs for HPC systems. More precisely, we target the use of inter-tier coolants ranging from liquid water and two-phase refrigerants to novel engineered environmentally friendly nano-fluids, as well as using specifically designed micro-channel arrangements, in combination with the use of dynamic thermal management at system-level to tune the flow rate of the coolant in each micro-channel to achieve thermally-balanced 3D-ICs. Our management strategy prevents the system from surpassing the given threshold temperature while achieving up to 67% reduction in cooling energy and up to 30% reduction in system-level energy in comparison to setting the flow rate at the maximum value to handle the worst-case temperature. Mohamed M. Sabry, Arvind Sridhar, David Atienza 0001, Yuksel Temiz, Yusuf Leblebici, S. Szczukiewicz, Navid Borhani, John Richard Thome, Thomas Brunschwiler, Bruno Michel |
DATE | 2 |
| 2011 | Fast thermal simulation of 2D/3D integrated circuits exploiting neural networks and GPUs
Alessandro Vincenzi, Arvind Sridhar, Martino Ruggiero, David Atienza 0001 |
ISLPED | 2 |
| 2010 | 3D-ICE: Fast compact transient thermal modeling for 3D ICs with inter-tier liquid coolingabstractThree dimensional stacked integrated circuits (3D ICs) are extremely attractive for overcoming the barriers in interconnect scaling, offering an opportunity to continue the CMOS performance trends for the next decade. However, from a thermal perspective, vertical integration of high-performance ICs in the form of 3D stacks is highly demanding since the effective areal heat dissipation increases with number of dies (with hotspot heat fluxes up to 250 W/cm2) generating high chip temperatures. In this context, inter-tier integrated microchannel cooling is a promising and scalable solution for high heat flux removal. A robust design of a 3D IC and its subsequent thermal management depend heavily upon accurate modeling of the effects of liquid cooling on the thermal behavior of the IC during the early stages of design. In this paper we present 3D-ICE, a compact transient thermal model (CTTM) for the thermal simulation of 3D ICs with multiple inter-tier microchannel liquid cooling. The proposed model is compatible with existing thermal CAD tools for ICs, and offers significant speed-up (up to 975x) over a typical commercial computational fluid dynamics simulation tool while preserving accuracy (i.e., maximum temperature error of 3.4%). In addition, a thermal simulator has been built based on 3D-ICE, which is capable of running in parallel on multicore architectures, offering further savings in simulation time and demonstrating efficient parallelization of the proposed approach. Arvind Sridhar, Alessandro Vincenzi, Martino Ruggiero, Thomas Brunschwiler, David Atienza 0001 |
ICCAD | 1 |
| 2010 | Thermal modeling and analysis of 3D multi-processor chips
José Luis Ayala, Arvind Sridhar, David Cuesta |
Integr. | 2 |