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Variation Aware Placement for Efficient Key Generation using Physically Unclonable Functions in Reconfigurable Systems
With the importance of data security at its peak today, many reconfigurable systems are used to provide security. This protection is often provided by FPGA-based encrypt/decrypt cores secured with secret keys. Physical unclonable functions (PUFs) use random manufacturing variations to generate outputs that can be used in keys. These outputs are specific to a chip and can be used to create device-tied secret keys. Due to reliability issues with PUFs, key generation with PUFs typically requires error correction techniques. This can result in substantial hardware costs. Thus, the total cost of a -bit key far exceeds just the cost of producing bits of PUF output. To tackle this problem, we propose the use of variation aware intra-FPGA PUF placement to reduce the area cost of PUF-based keys on FPGAs. We show that placing PUF instances according to the random variations of each chip instance reduces the bit error rate of the PUFs and the overall resources required to generate the key. Our approach has been demonstrated on a Xilinx Zynq-7000 programmable SoC using FPGA specific PUFs with code-offset error correction based on BCH codes. The approach is applicable to any PUF-based system implemented in reconfigurable logic. To evaluate our approach, we first analyze the key metrics of a PUF - reliability and uniqueness. Reliability is related to bit error rate, an important parameter with respect to error correction. In order to generate reliable results from the PUFs, a total of four ZedBoards containing FPGAs are used in our approach. We quantify the effectiveness of our approach by implementing the same key generation scheme using variation-aware and default placement, and show the resources saved by our approach
Comprehensive Evaluation of Supply Voltage Underscaling in FPGA on-Chip Memories
In this work, we evaluate aggressive undervolting, i.e., voltage scaling below the nominal level to reduce the energy consumption of Field Programmable Gate Arrays (FPGAs). Usually, voltage guardbands are added by chip vendors to ensure the worst-case process and environmental scenarios. Through experimenting on several FPGA architectures, we measure this voltage guardband to be on average 39% of the nominal level, which in turn, delivers more than an order of magnitude power savings. However, further undervolting below the voltage guardband may cause reliability issues as the result of the circuit delay increase, i.e., start to appear faults. We extensively characterize the behavior of these faults in terms of the rate, location, type, as well as sensitivity to environmental temperature, with a concentration of on-chip memories, or Block RAMs (BRAMs). Finally, we evaluate a typical FPGA-based Neural Network (NN) accelerator under low-voltage BRAM operations. In consequence, the substantial NN energy savings come with the cost of NN accuracy loss. To attain power savings without NN accuracy loss, we propose a novel technique that relies on the deterministic behavior of undervolting faults and can limit the accuracy loss to 0.1% without any timing-slack overhead.Peer ReviewedPostprint (author's final draft
Degradation in FPGAs: Monitoring, Modeling and Mitigation
This dissertation targets the transistor aging degradation as well as the associated thermal challenges in FPGAs (since there is an exponential relation between aging and chip temperature). The main objectives are to perform experimentation, analysis and device-level model abstraction for modeling the degradation in FPGAs, then to monitor the FPGA to keep track of aging rates and ultimately to propose an aging-aware FPGA design flow to mitigate the aging
Runtime Scheduling, Allocation, and Execution of Real-Time Hardware Tasks onto Xilinx FPGAs Subject to Fault Occurrence
This paper describes a novel way to exploit the computation capabilities delivered by modern Field-Programmable Gate Arrays (FPGAs), not only towards a higher performance, but also towards an improved reliability. Computation-specific pieces of circuitry are dynamically scheduled and allocated to different resources on the chip based on a set of novel algorithms which are described in detail in this article. These algorithms consider most of the technological constraints existing in modern partially reconfigurable FPGAs as well as spontaneously occurring faults and emerging permanent damage in the silicon substrate of the chip. In addition, the algorithms target other important aspects such as communications and synchronization among the different computations that are carried out, either concurrently or at different times. The effectiveness of the proposed algorithms is tested by means of a wide range of synthetic simulations, and, notably, a proof-of-concept implementation of them using real FPGA hardware is outlined
Reduction of NBTI-Induced Degradation on Ring Oscillators in FPGA
Ring Oscillators are used for variety of purposes to enhance reliability on LSIs or FPGAs. This paper introduces an aging-tolerant design structure of ring oscillators that are used in FPGAs. The structure is able to reduce NBTI-induced degradation in a ring oscillator\u27s frequency by setting PMOS transistors of look-up tables in an off-state when the oscillator is not working. The evaluation of a variety of ring oscillators using Altera Cyclone IV device (60nm technology) shows that the proposed structure is capable of controlling degradation level as well as reducing more than 37% performance degradation compared to the conventional oscillators.The 20th IEEE Pacific Rim International Symposium on Dependable Computing (PRDC 2014), Nov 19-21, 2014, Singapor
Power Efficient Data-Aware SRAM Cell for SRAM-Based FPGA Architecture
The design of low-power SRAM cell becomes a necessity in today\u27s FPGAs, because SRAM is a critical component in FPGA design and consumes a large fraction of the total power. The present chapter provides an overview of various factors responsible for power consumption in FPGA and discusses the design techniques of low-power SRAM-based FPGA at system level, device level, and architecture levels. Finally, the chapter proposes a data-aware dynamic SRAM cell to control the power consumption in the cell. Stack effect has been adopted in the design to reduce the leakage current. The various peripheral circuits like address decoder circuit, write/read enable circuits, and sense amplifier have been modified to implement a power-efficient SRAM-based FPGA
Reliability Enhancement Of Ring Oscillator Based Physically Unclonable Functions
Tez (Yüksek Lisans) -- İstanbul Teknik Üniversitesi, Fen Bilimleri Enstitüsü, 2012Thesis (M.Sc.) -- İstanbul Technical University, Institute of Science and Technology, 2012Bu çalışmada, halka osilatör tabanlı fiziksel klonlanamayan fonksiyon devrelerinin, çeşitli çevresel etkiler karşısında güvenilirliklerin artırılması amaçlanmıştır. Öncelikle, osilatör çiftlerinin ürettiği frekans farklılıklarını ve dinamik etkileri gözlemleyip modelleyebilmek için çeşitli sahada programlanabilir kapı dizilerinin (FPGA) farklı bölgelerinde osilatör çiftleri gerçeklenmiş ve frekans farklılıkları ölçülmüştür. Bu ölçümler sonucunda halka osilatör çiftlerinine ilişkin statik ve dinamik dağılımlar elde edilmiştir. Güvenilirliği artırmak amacıyla halka osilatörleri etiketleyen bir yöntem önerilmiştir. Bu çalışmada ayrıca, bir osilatör çiftinden birden fazla bit elde etme işlemi de incelenmiş ve dinamik etkilere karşı test edilmiştir. Etiketleme yönteminin etkinliğini ve bir osilatör çiftinden birden fazla bit elde etme işlemini gerçek devre üzerinde incelemek amacıyla, fiziksel klonlanamayan fonksiyon devresi FPGA üzerinde gerçeklenmiştir. Sıcaklık odası ile ortamın sıcaklığı 10 – 65 °C arasında değiştirilmiştir. Sonuç olarak, ortam sıcaklığının artmasıyla birlikte güvenilmez bit sayısının arttığı gözlenmiştir. Etiketleme yöntemi kullanıldığında güvenilmez bite rastlanmamıştır. Bir halka osilatör çiftinden birden fazla bit (iki ve üç bit bilgi) elde edilmesi de test edilmiştir. Elde edilen iki ve üç bitlik verilerin küçük bir farklılıkla birlikte eşit dağılımlı olduğu gözlenmiştir. Bir osilatör çiftinden elde edilen bit sayısı arttıkça, güvenilir olmayan bitlerin sayısı da artmıştır. Fakat bir osilatörden iki ve üç bit elde etmede tüm hataların komşu bölgede olduğu gözlenmiştir.In this thesis, it is aimed to enhance the reliability of ring oscillator based Physically Unclonable Functions (PUFs) under different environmental variations. In order to observe and model the frequency difference of ring oscillator pairs and dynamic effects, ring oscillators are realized and measured at different locations of different Field Programmable Gate Arrays (FPGAs). After the measurements, static and dynamic distributions of ring oscillator pairs are obtained. In order to increase the reliability, a new technique that is labeling ring oscillators, is proposed. Also, in this study, the process of obtaining multiple bits from a ring oscillator pair is observed and tested with respect to dynamic effects. In order to analyze the enhancement of labeling technique and multiple bit extraction at the circuit, the PUF circuit is implemented on an FPGA. The ambient temperature is changed between 10 – 65 °C with a temperature chamber. As a result, it is observed that with increasing ambient temperature, the number of unreliable bits are increased. When labeling technique is used, no unreliable bits are observed. Multiple bits extraction (two and three bits extraction) is also tested. It is observed that the distribution of two and three bit wide data are almost equally distributed. The number of unreliable bits are increased with the extracted bit numbers. However, it is seen that all erronous bits are caused by jumping to adjacent region.Yüksek LisansM.Sc
SATTA: a Self-Adaptive Temperature-based TDF awareness methodology for dynamically reconfigurable FPGAs
Dependability issues due to non functional properties are emerging as major cause of faults in modern digital systems. Effective countermeasures have to be presented to properly manage their critical timing effects. This paper presents a methodology to avoid transition delay faults in FPGA-based systems, with low area overhead. The approach is able to exploit temperature information and aging characteristics to minimize the cost in terms of performances degradation and power consumption. The architecture of a hardware manager able to avoid delay faults is presented and deeply analyzed, as well as its integration in the standard implementation design flow
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