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Navid Azizi

dblp:83/4255 · DBLP profile ↗
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12ranked-venue papers
7as first author
0since 2021 · last 2019
0000-0002-7294-7397ORCID · corroborated

Domains — the database's venue-derived domains; a paper can count in several

Systems, architecture and hardware · 11 · 6 first-authorArtificial intelligence and machine learning · 1 · 1 first-authorApplied, interdisciplinary, general and emerging computing · 1 · 1 first-author

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
6 papers
Integrated circuit design · 31% Energy-efficient computing · 21% Hardware reliability and fault tolerance · 16%

Topics — the 18 heaviest of 19, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Integrated circuit design › low-power circuit design
leakage current estimation
0.222009
Full-Chip Model for Leakage-Current Estimation Considering Within-Die Correlation · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2009
Modeling and Estimation of Full-Chip Leakage Current Considering Within-Die Correlation · DAC 2007
Integrated circuit design
low-power circuit design
0.132007
Variations-aware low-power design with voltage scaling · DAC 2005
Modeling and Estimation of Full-Chip Leakage Current Considering Within-Die Correlation · DAC 2007
A family of cells to reduce the soft-error-rate in ternary-CAM · DAC 2006
Energy-efficient computing
low-power design
0.112009
Full-Chip Model for Leakage-Current Estimation Considering Within-Die Correlation · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2009
Integrated circuit design
adaptive body biasing
0.112006
An adaptive FPGA architecture with process variation compensation and reduced leakage · DAC 2006
Memory systems
content-addressable memory
0.112006
A family of cells to reduce the soft-error-rate in ternary-CAM · DAC 2006
Reconfigurable computing and FPGAs
FPGA architecture
0.112006
An adaptive FPGA architecture with process variation compensation and reduced leakage · DAC 2006
Hardware reliability and fault tolerance › soft errors
single-event upset
0.112006
A family of cells to reduce the soft-error-rate in ternary-CAM · DAC 2006
Hardware reliability and fault tolerance
soft errors
0.112006
A family of cells to reduce the soft-error-rate in ternary-CAM · DAC 2006
Memory systems › content-addressable memory
TCAM
0.112006
A family of cells to reduce the soft-error-rate in ternary-CAM · DAC 2006
Energy-efficient computing
voltage scaling
0.112005
Variations-aware low-power design with voltage scaling · DAC 2005
Reconfigurable computing and FPGAs › high-performance reconfigurable computing
FPGA in supercomputing
0.012004
FPGA-based supercomputing: an implementation for molecular dynamics · FPGA 2004
Reconfigurable computing and FPGAs
molecular dynamics acceleration
0.012004
FPGA-based supercomputing: an implementation for molecular dynamics · FPGA 2004
High-performance computing
scientific computing systems
0.012004
FPGA-based supercomputing: an implementation for molecular dynamics · FPGA 2004
Hardware reliability and fault tolerance › process variation
within-die variation
0.012009
Full-Chip Model for Leakage-Current Estimation Considering Within-Die Correlation · IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2009
Energy-efficient computing
leakage power reduction
0.012006
An adaptive FPGA architecture with process variation compensation and reduced leakage · DAC 2006
Energy-efficient computing
power management
0.012005
Variations-aware low-power design with voltage scaling · DAC 2005
Hardware reliability and fault tolerance
process variation
0.012005
Variations-aware low-power design with voltage scaling · DAC 2005
Energy-efficient computing
thermal management
0.012005
Variations-aware low-power design with voltage scaling · DAC 2005

Methods — techniques the papers use, named apart from their topics

statistical modeling · 0.2spatial correlation analysis · 0.1spatial correlation modeling · 0.1error-correcting codes · 0.1characterizer circuit · 0.1body biasing · 0.1within-die variation analysis · 0.1parallelization · 0.0application-specific architecture · 0.0
YearPublicationVenuePosition
2019 An intelligent approach to predict gas compressibility factor using neural network model
Navid Azizi, Mashallah Rezakazemi, Mohammad Mehdi Zarei
Neural Comput. Appl.1
2009 Full-Chip Model for Leakage-Current Estimation Considering Within-Die Correlation
abstract
In this paper, we present an efficient technique for finding the mean and variance of the full-chip leakage of a candidate design, while considering logic structures and both die-to-die and within-die (WID) process variations, and taking into account the spatial correlation due to WID variations. Our model uses a ldquorandom-gaterdquo concept to capture high-level characteristics of a candidate chip design, which are sufficient to determine its leakage. These high-level characteristics include information about the process, the standard cell library, and expected design characteristics. We show empirically that, for large gate count, the set of all chip designs that share the same high-level characteristics have approximately the same leakage, with very small error. Therefore, our model can be used as either anearlyor alateestimator of leakage, with high accuracy. In its simplest form, we show that full-chip-leakage estimation reduces in finding the area under a scaled version of the WID channel length autocorrelation function, which can be done in constant time.
Khaled R. Heloue, Navid Azizi, Farid N. Najm
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.2
2007 Modeling and Estimation of Full-Chip Leakage Current Considering Within-Die Correlation
abstract
We present an efficient technique for finding the mean and variance of the full-chip leakage of a candidate design, while considering logic-structures and both die-to-die and within-die process variations, and taking into account the spatial correlation due to within-die variations. Our model uses a random concept to capture high-level characteristics of a candidate chip design, which are sufficient to determine its leakage. We show empirically that, for large gate count, the set of all chip designs that share the same high level characteristics have approximately the same leakage, with very small error. Therefore, our model can be used as either an early or a late estimator of leakage, with high accuracy. In its simplest form, we show that full-chip leakage estimation reduces to finding the area under a scaled version of the within-die channel length auto-correlation function, which can be done in constant time.
Khaled R. Heloue, Navid Azizi, Farid N. Najm
DAC2
2007 Variations-Aware Low-Power Design and Block Clustering With Voltage Scaling
abstract
We present a new methodology which takes into consideration the effect of within-die (WID) process variations on a low-voltage parallel system. We show that in the presence of process variations one should use a higher supply voltage than would otherwise be predicted to minimize the power consumption of a parallel systems. Previous analyses, which ignored WID process variations, provide a lower nonoptimal supply voltage which can underestimate the energy/operation by 8.2. We also present a novel technique to limit the effect of temperature variations in a parallel system. As temperatures increases, the scheme reduces the power increase by 43% allowing the system to remain at it's optimal supply voltage across different temperatures. To further limit the effect of variations, and allow for a reduced power consumption, we analyzed the effects of clustering. It was shown that providing different voltages to each cluster can provide a further 10% reduction in energy/operation to a low-voltage parallel system, and that the savings by clustering increase as technology scales.
Navid Azizi, Muhammad M. Khellah, Vivek De, Farid N. Najm
IEEE Trans. Very Large Scale Integr. Syst.1
2006 A family of cells to reduce the soft-error-rate in ternary-CAM
abstract
Modern integrated circuits require careful attention to the soft-error rate (SER) resulting from bit upsets, which are normally caused by alpha particle or neutron hits. These events, also referred to as single-event upsets (SEUs), will become more problematic in future technologies. This paper presents a ternary content-addressable memory (CAM) design with high immunity to SEU. Conventionally, error-correcting codes (ECC) have been used in SRAMs to address this issue, but these techniques are not immediately applicable to CAMs because they depend on processing the full contents of the memory word outside the array, which is not possible in a normal CAM access. We propose a family of TCAM cells that reduce the SER at the cost of some area increase. An SER reduction of up to 40% can be obtained with a 18% increase of area; another design reduces the SER by 16% with only a 5% increase in area.
Navid Azizi, Farid N. Najm
DAC1
2006 An adaptive FPGA architecture with process variation compensation and reduced leakage
abstract
Process induced threshold voltage variations bring about fluctuations in circuit delay, that affect the FPGA timing yield. We propose an adaptive FPGA architecture that compensates for these fluctuations. The architecture includes an additional characterizer circuit that classifies logic and routing blocks on each die according to their performance. Based on this classification, the architecture adaptively body-biases these resources by either speeding up the slow blocks or by slowing down the leaky ones. This procedure mitigates the effect of the variations and provides a better yield. We further diminish leakage by slowing down areas of the FPGA that have a positive slack. Overall, this architecture minimizes the timing variance of within-die and die-to-die Vth variations by up to 3.45X and reduces leakage power in the non-critical areas of the FPGA by 3X with no effect on frequency.
Georges Nabaa, Navid Azizi, Farid N. Najm
DAC2
2005 Variations-aware low-power design with voltage scaling
abstract
We present a new methodology which takes into consideration the effect of Within-Die (WID) process variations on a low-voltage parallel system. We show that in the presence of process variations one should use a higher supply voltage than would otherwise be predicted to minimize the power consumption of a parallel systems. Previous analyses, which ignored WID process variations, provide a lower non-optimal supply voltage which can underestimate the energy/ operation by 8.2X. We also present a novel technique to limit the effect of temperature variations in a parallel system. As temperatures increases, the scheme reduces the power increase by 43% allowing the system to remain at it's optimal supply voltage across different temperatures.
Navid Azizi, Muhammad M. Khellah, Vivek De, Farid N. Najm
DAC1
2005 A Case for Asymmetric-Cell Cache Memories
abstract
In this paper, we make the case for building high-performance asymmetric-cell caches (ACCs) that employ recently-proposed asymmetric SRAMs to reduce leakage proportionally to the number of resident zero bits. Because ACCs target memory value content (independent of cell activity and access patterns), they complement prior proposals for reducing cache leakage that target memory access characteristics. Through detailed simulation and leakage estimation using a commercial 0.13-/spl mu/m CMOS process model, we show that: 1) on average 75% of resident data cache bits and 64% of resident instruction cache bits are zero; 2) while prior research carefully evaluated the fraction of accessed zero bytes, we show that a high fraction of accessed zero bytes is neither a necessary nor a sufficient condition for a high fraction of resident zero bits; 3) the zero-bit program behavior persists even when we restrict our attention to live data, thereby complementing prior leakage-saving techniques that target inactive cells; and 4) ACCs can reduce leakage on the average by 4.3/spl times/ compared to a conventional data cache without any performance loss, and by 9/spl times/ at the cost of a 5% increase in overall cache access latency.
Andreas Moshovos, Babak Falsafi, Farid N. Najm, Navid Azizi
IEEE Trans. Very Large Scale Integr. Syst.4
2004 Reconfigurable Molecular Dynamics Simulator
abstract
Current high-performance applications are typically implemented on large-scale general-purpose distributed or multiprocessing systems often based on commodity microprocessors. Field-Programmable Gate Arrays (FPGAs) have now reached a level of sophistication that they too could be used for such applications. In this paper we explore the feasibility of using FPGAs to implement large-scale application-specific computations by way of a case study that implements a novel molecular dynamics system. The system has been designed such that it is scalable and parallelizable. On the Transmogrifier 3 (TM3), the system performs calculations on an 8,192 particle system in 37 seconds at 26 MHz. This implementation shows that by scaling to more modern parts running at 100 MHz, a speedup of over 20 x can be achieved compared to a state-of-the-art microprocessor. This can also be achieved at less cost, using less power and taking less space than a standard microprocessor-based system, while maintaining the computational precision required.
Navid Azizi, Ian Kuon, Aaron Egier, Ahmad Darabiha, Paul Chow
FCCM1
2004 FPGA-based supercomputing: an implementation for molecular dynamics
abstract
Current high-performance supercomputing applications are typically implemented on large-scale general-purpose distributed or multiprocessing systems often based on commodity microprocessors. FPGAs have now reached a level of sophistication that they too could be used for such applications. We explore the feasibility of using FPGAs to implement large-scale application-specific computations by way of a case study that implements a novel Molecular Dynamics system. The system has been designed such that it is scalable and parallelizable. On the Transmogrifier 3, the system performs calculations on an 8,192 particle system in 37 seconds at 26MHz. This implementation shows that by scaling to more modern parts running at 100MHz and using a better architecture, a speedup of over 20x can be achieved compared to a state-of-the-art microprocessor. This can also be achieved at less cost, using less power and taking less space than a standard microprocessor-based system, while maintaining the computational precision required.
Ian Kuon, Navid Azizi, Ahmad Darabiha, Aaron Egier, Paul Chow
FPGA2
2003 Low-leakage asymmetric-cell SRAM
abstract
We introduce a novel family of asymmetric dual-V/sub t/ static random access memory cell designs that reduce leakage power in caches while maintaining low access latency. Our designs exploit the strong bias toward zero at the bit level exhibited by the memory value stream of ordinary programs. Compared to conventional symmetric high-performance cells, our cells offer significant leakage reduction in the zero state and, in some cases, also in the one state, albeit to a lesser extent. A novel sense amplifier, in combination with dummy bitlines, allows for read times to be on par with conventional symmetric cells. With one cell design, leakage is reduced by 7/spl times/ (in the zero state) with no performance degradation, but with a stability degradation of 6%. Another cell design reduces leakage by 2/spl times/ (in the zero state) with no performance or stability loss. An alternative cell design reduces leakage by 58/spl times/ (in the zero state) with a performance degradation of 1% and an area increase of 2.4% and no stability degradation.
Navid Azizi, Farid N. Najm, Andreas Moshovos
IEEE Trans. Very Large Scale Integr. Syst.1
2002 Low-leakage asymmetric-cell SRAM
abstract
We introduce a novel family of asymmetric dual-Vt SRAM cell designs that reduce leakage power in caches while maintaining low access latency. Our designs exploit the strong bias towards zero at the bit level exhibited by the memory value stream of ordinary programs. Compared to conventional symmetric high-performance cells, our cells offer significant leakage reduction in the zero state and in some cases also in the one state albeit to a lesser extend. A novel sense-amplifier, in coordination with dummy bitlines, allows for read times to be on par with conventional symmetric cells. With one cell design, leakage is reduced by 7X (in the zero state) with no performance degradation. An alternative cell design reduces leakage by 40X (in the zero state) with a performance degradation of 5%.
Navid Azizi, Andreas Moshovos, Farid N. Najm
ISLPED1