Arjang Hassibi Thesis

Arjang Hassibi Thesis-28
For current projects, see the research happening in my research group, Capra.is the idea that we can design systems that take advantage of these trade-offs and unlock efficiency gains that are impossible under fully precise execution.Information theory--a field at the intersection of applied mathematics and electrical engineering--was primarily developed for the purpose of addressing problems arising in data storage and data transmission over (noisy) communication media.

For current projects, see the research happening in my research group, Capra.is the idea that we can design systems that take advantage of these trade-offs and unlock efficiency gains that are impossible under fully precise execution.Information theory--a field at the intersection of applied mathematics and electrical engineering--was primarily developed for the purpose of addressing problems arising in data storage and data transmission over (noisy) communication media.

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Similarly, low-power writes to memories like flash can exploit its probabilistic properties while hiding them from software [@halfwits; @powerfade; @flash-retention-relax].

~ TODO [@approxstorage] ~ Spintronic memories exhibit similarly favorable trade-offs between access cost and error [@spintronic-approx].

EIS has the potential of carrying out label-free and real-time detection, and in addition, can be easily implemented using electronic integrated circuits (ICs) that are built through standard semiconductor fabrication processes.

This paper focuses on the various design and optimization aspects of EIS ICs, particularly the bio-to-semiconductor interface design.

~ Alternative number representations work in tandem with relaxed functional units to bound the numerical error that can result from bit flips [@stanleymarbell-itw09].

A body of VLSI work has designed approximate adders, which are allowed to yield incorrect results for some minority of input combinations [@weber-adder; @kedem-adder; @impact-adder; @shafique-adder; @ye-adder; @gupta-adder; @adder-synthesis; @kahng-adder; @zhu-adder; @verma-adder]. @adder-metrics propose metrics for evaluating these adders [@adder-metrics].Use the “local PDF” links if you prefer bypass this rigmarole. Electrochemical Impedance Spectroscopy (EIS) is a powerful electrochemical technique to detect biomolecules.This section deals with hardware-oriented approximation techniques.We categorize the techniques according to the hardware component they affect.Other work extends this graceful voltage--error scaling to coarser computational blocks [@mohapatra-date11].~ TODO The above paragraph must be missing other work on voltage-overscaling-tolerant units.Approximate computing spans the entire system stack, from hardware to applications.Approximate architectures expose new accuracy and reliability knobs; approximate compilers add new optimizations that carefully break program semantics; and programming languages constrain the impact of approximation.My research is on computer architecture and programming languages.I am particularly enthusiastic about rethinking hardware–software abstractions.

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