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Dive into the research topics where Caleb Serafy is active.

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Featured researches published by Caleb Serafy.


IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems | 2015

TSV Replacement and Shield Insertion for TSV–TSV Coupling Reduction in 3-D Global Placement

Caleb Serafy; Ankur Srivastava

Through silicon via (TSV) cross coupling can seriously degrade circuit performance of 3-D ICs if it is not considered during design. In this paper, we propose two algorithms which combine coupling-aware TSV placement with shield insertion to yield better results than either technique alone. We first introduce an algorithm for TSV placement assuming a fixed standard cell placement. The result of this algorithm is a 13% reduction in worst case coupling across all TSV pairs and a 90% reduction in the total number of TSV pairs violating an imposed coupling threshold. We then introduce a second algorithm that perturbs a given standard cell and TSV placement to improve coupling. This second algorithm yields a 17% reduction in worst case coupling and removes all coupling violations. Both algorithms cause wirelength (WL) to increase no more than 5%. Our algorithms offer a large improvement to TSV-TSV coupling at the expense of only a meager degradation of total WL, and in many designs and applications this trade-off is well justified.


defect and fault tolerance in vlsi and nanotechnology systems | 2013

Online TSV health monitoring and built-in self-repair to overcome aging

Caleb Serafy; Ankur Srivastava

TSV redundancy and reconfiguration in 3D-ICs is a well-known method for overcoming TSV manufacturing faults. However, additional post-manufacturing faults can manifest over the lifetime of the chip due to aging effects such as electromigration and thermal cycling. This paper presents a scheme which leverages the existing reconfiguration infrastructure and unused redundant TSVs to overcome runtime faults caused by aging. Failures due to aging faults are predicted by tracking the degree of degradation on each TSV over time, allowing reconfiguration to occur before failure actually occurs. The experimental results reported in this paper indicate that the proposed tracking scheme presented in this work can lead to a 13.8% increase in MTTF of the simulated circuit, while maintaining a sampling rate of less than one sample per week.


Integration | 2014

A geometric approach to chip-scale TSV shield placement for the reduction of TSV coupling in 3D-ICs☆

Caleb Serafy; Bing Shi; Ankur Srivastava

Abstract In 3D ICs, through-silicon-vias (TSVs) can suffer from cross coupling if signal integrity is not considered during the design process. In this paper, coupling between TSVs is modeled, and a chip-scale TSV shielding scheme is presented. A geometric model is developed to estimate TSV coupling. The low complexity of the geometric model makes it practical for chip-scale shield placement optimization. Two shield placement algorithms are presented and compared to standard shield placement techniques that use a high complexity circuit model of coupling. Results show that our algorithms are able to reduce the total cross coupling in a layout on average 111%/129% more than standard methods.


intersociety conference on thermal and thermomechanical phenomena in electronic systems | 2014

Continued frequency scaling in 3D ICs through micro-fluidic cooling

Caleb Serafy; Ankur Srivastava; Donald Yeung

Core scaling has largely replaced frequency scaling in general purpose microprocessors in the last decade. This is largely because of the high temperature and power dissipation associated with frequency scaling in traditional air cooled systems. In this paper we investigate how this trend changes when micro-fluidic cooling is added to a chip. Compared to traditional air cooling, micro-fluidic cooling can remove significantly more heat from the system, preventing thermal violations and reducing leakage power. This not only makes frequency scaling thermally feasible, but also increases the energy efficiency of higher frequency processors. Vertical integration of circuits (3D ICs) is a promising technology for facilitating a large number of cores, due to the limits on chip footprint size imposed by manufacturing yields. In this work we investigate the advantages of adding micro-fluidic water cooling to 3D stacked DRAM processors and show that such an approach can improve performance an average of 57.4% by making higher frequencies and more cores thermally feasible and improve energy efficiency 13.4% by reducing leakage power.


international symposium on low power electronics and design | 2014

Unlocking the true potential of 3D CPUs with micro-fluidic cooling

Caleb Serafy; Ankur Srivastava; Donald Yeung

As technology scaling is coming to an end, 3D integration is a promising technology to continue transistor density scaling in the future and facilitate new architectural designs. However heat removal is a serious challenge in 3D ICs. A promising solution is micro-fluidic (MF) cooling. In this paper we argue that aggressive cooling methods are necessary to unlock the true potential of 3D ICs. We simulate a spectrum of 3D CPU architectures which offer vast improvements to performance, but are inefficient and thermally infeasible with air cooling alone. Our results show that integrating micro-fluidic cooling can increase average performance by 2.62x and energy efficiency by 1.78x by unlocking new architectural configurations.


great lakes symposium on vlsi | 2013

Co-optimization of TSV assignment and micro-channel placement for 3D-ICs

Bing Shi; Caleb Serafy; Ankur Srivastava

The three dimensional circuit (3D-IC) brings forth new challenges to physical design such as allocation and management of through-silicon-vias (TSVs). Meanwhile, the thermal issues in 3D-IC becomes significant necessitating the use of active cooling schemes such as micro-channel liquid coolings. Both TSVs and micro-channels go through the interlayer regions of 3D-IC resulting in potential resource conflict. This paper investigates the co-optimization of TSV assignment to interlayer nets and micro-channel allocation such that both wirelength and micro-channel cooling energy are co-optimized. We propose a multi-commodity flow based formulation to solve the co-optimization. The experimental results show that, our approach achieves 51% cooling power savings or 6.08% wire length reduction compared with the approaches that assign TSVs and allocate micro-channels separately.


ieee international d systems integration conference | 2013

High performance 3D stacked DRAM processor architectures with micro-fluidic cooling

Caleb Serafy; Bing Shi; Ankur Srivastava; Donald Yeung

In this work we consider new 3D IC processor architectures that become feasible only when aggressive cooling is used. In traditional air cooled 3D processors, heat removal is a big issue, and so designers often pursue low performance architectures in order to prevent thermal violations. We attempt to explore the new design space that is available to computer architects when micro-fluidic cooling is applied to the 3D chip. We show that adding more memory controllers to a 3D processor can offer the potential for huge increases in performance, but also drastically increases the temperature of an uncooled chip, making them infeasible. With micro-fluidic cooling, these performance increases become realizable and new high performance architectures can be designed when cooling is co-designed with the architecture. We observe a 2.4x increase in average performance when comparing a 3D stacked memory processor with and without micro-fluidic cooling. This performance increase occurs because the cooling unlocks the possibility of adding more memory controllers as well as more aggressive frequency scaling. Cooling also improves the energy efficiency of the processors since a slight increase in cooling power helps to significantly reduce the leakage levels. This combined with improvements in performance due to aggressive cooling helps to increase energy efficiency on average 16.8x.


great lakes symposium on vlsi | 2013

Geometric approach to chip-scale TSV shield placement for the reduction of TSV coupling in 3D-ICs

Caleb Serafy; Bing Shi; Ankur Srivastava

In 3D ICs, interlayer communication is achieved using through-silicon-vias (TSVs), which can suffer from cross coupling if placed naïvely. In this paper, cross coupling between TSVs is modeled, and a chip-scale TSV coupling mitigation scheme is presented using TSV shielding. A geometric coupling model is developed which is simple enough to quickly estimate the pairwise coupling between TSVs, unlike circuit models of coupling that have been proposed in previous works. Our geometric models ability to make fast accurate estimations of chip-scale cross coupling make it a good model to use for shield placement optimization. A shield placement algorithm is presented which reduces TSV coupling by formulating a min cost flow (MCF) problem based on the proposed model. Our algorithm is compared to another shield placement algorithm presented in [9] which is based on a circuit model of coupling. Experimental results show that the algorithm proposed here is able to reduce the total cross coupling in a layout an average of 4.59x more than the other algorithm while using the same number of shields. Alternatively, our algorithm uses an average of 88% less shields to shield a layout to the same degree as the shielding schemes produced by the other algorithm.


international symposium on low power electronics and design | 2016

Voltage Noise Induced DRAM Soft Error Reduction Technique for 3D-CPUs

Tiantao Lu; Caleb Serafy; Zhiyuan Yang; Ankur Srivastava

Three-dimensional integration enables stacking DRAM on top of CPU, providing high bandwidth and short latency. However, non-uniform voltage fluctuation and local thermal hotspot in CPU layers are coupled into DRAM layers, causing a non-uniform bit-cell leakage (thereby bit flip) distribution. We propose a performance-power-resilience simulation framework to capture DRAM soft error in 3D multi-core CPU systems. A dynamic resilience management (DRM) scheme is investigated, which adaptively tunes CPUs operating points to adjust DRAMs voltage noise and thermal condition during runtime. The DRM uses dynamic frequency scaling to achieve a resilience borrow-in strategy, which effectively enhances DRAMs resilience without sacrificing performance.


IEEE Design & Test of Computers | 2016

Thermoelectric Codesign of 3-D CPUs and Embedded Microfluidic Pin-Fin Heatsinks

Caleb Serafy; Zhiyuan Yang; Ankur Srivastava; Yuanchen Hu; Yogendra Joshi

Microfluidic cooling is considered an effective cooling method suitable for 3-D ICs. However, TSVs are placed in pin fins and coolant flows in between pin fins, so inserting more pin fins to increase the vertical bandwidth reduces the cooling capacity. This paper codesigns 3-D CPU architectures and microfluidic heatsinks to simultaneously optimize the performance and cooling capacity of 3-D ICs with microfluidic pin-fin heatsinks. The article shows that the codesign approach achieves better performance and energy efficiency than optimizing only the cooling capacity or the vertical bandwidth.

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Sandeep Kumar Samal

Georgia Institute of Technology

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Sung Kyu Lim

Georgia Institute of Technology

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Yogendra Joshi

Georgia Institute of Technology

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Yuanchen Hu

Georgia Institute of Technology

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