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paper/paper.tex
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paper/paper.tex
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@ -252,29 +252,106 @@ amplifier feeding into the internal ADC of our microcontroller. We use an intern
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microcontroller to generate both stimulus and sample pulses, so we can easily phase-lock the internal ADC to the same
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timer.
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We base our circuit around a STM32G474RB microcontroller, a 5€-class commodity ARM microcontroller. Beyond sheer
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processing speed, this microcontroller offers two features that are critical to our design. First, its internal ADCs are
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both higher resolution and faster than those of many older parts. % FIXME concrete numbers Second, it is one of a few
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parts in its series that include a \emph{high-resolution timer} (HRTIM) peripheral that provides several outputs that
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can be controlled with better than \qty{200}{\pico\second} resolution through per-output, self-calibrating delay line
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circuitry. We use this peripheral to produce both the stimulus pulse and the phase-adjustable sampling pulse.
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We base our circuit around a STM32G474RB microcontroller, a 5€-class commodity ARM microcontroller. Besides adequate
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processing speed for its price class, this microcontroller offers two features that are critical to our design. First,
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its internal ADCs are both higher resolution and faster than those of many older parts. % FIXME concrete numbers
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Second, it is one of a few parts in its series that include a \emph{high-resolution timer} (HRTIM) peripheral that
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provides several outputs that can be controlled with better than \qty{200}{\pico\second} resolution through per-output,
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self-calibrating delay line circuitry. We use this peripheral to produce both the stimulus pulse and the
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phase-adjustable sampling pulse.
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While the HRTIM peripheral allows us to finely adjust the phase of its output waveform, the digital output structures of
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the STM32G4 series are still limited to nanosecond-scale rise and fall times. % FIXME concrete numbers
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We work around this issue applying two circuit tricks. First, we send its output through a fast amplifier that was
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originally intended as a signal conditioner (\emph{redriver}) for DisplayPort applications. This amplifier squares up
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the edges to a rise time better than \qty{500}{\pico\second}, and can drive its output at up to \qty{1200}{\milli\volt}
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amplitude, which is plenty to turn on our schottky diode bridges. The remaining challenge is that while we now have
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pulses with crisp edges, due to constraints of the HRTIM peripheral, at several nanoseconds these pulses are still much
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too wide to be useful. We solve this issue by applying a clip line pulse forming network at the output of the amplifier
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similar to the one used in \todo{some tek sampling head}--i.e.\ we connect the amplifier's output to the load in
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parallel with a short, terminated transmission line stub. The length of this stub determines pulse width.
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the STM32G4 series are still limited to nanosecond-scale rise and fall times with the datasheet quoting
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$t_r=t_f=\qty{1.7}{\nano\second}$ into a \qty{10}{\pico\farad} load when using the fastest GPIO output drive strength
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setting and a \qty{3.3}{\volt} supply\todo{cite datasheet properly}. We work around this issue applying two circuit
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tricks. First, we send its output through a fast amplifier to square up the edges to a rise time better than
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\qty{500}{\pico\second}. The remaining challenge is that while we now have pulses with crisp edges, due to constraints
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of the HRTIM peripheral, at more than \qty{10}{\nano\second}, these pulses are still much too wide to be useful. We
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solve this issue by applying a clip line pulse forming network at the output of the amplifier similar to the one used in
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\todo{some tek sampling head}--i.e.\ we connect the amplifier's output to the load in parallel with a short, terminated
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transmission line stub. The length of this stub determines pulse width.
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\subsection{Driver Selection}
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%that was
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%originally intended as a signal conditioner (\emph{redriver}) for DisplayPort applications. This amplifier squares
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%, and can drive its output at up to \qty{1200}{\milli\volt} amplitude, which is plenty to turn on our schottky diode bridges
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There are several types of amplifiers that can be used in our pulse shaping application. Common to all options, we
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require differential outputs. In practice, for most parts this means we are looking for a part with Current Mode Logic
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(CML) outputs. CML is a differential signaling standard that is widely used in high-speed logic. In CML, a current
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source feeds a pair of transistors that steer current between the two outputs of the differential pair. By steering
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current between the two outputs, common-mode currents are minimized which both reduces the effect of power supply
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impedance at the transmitter, and reduces electromagnetic emissions from the differential pair's PCB traces.
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\paragraph{Standard logic ICs}
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As a baseline, we will evaluate the \texttt{74LVC1G157} logic IC. This IC contains a single multiplexer. We are not
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interested in the multiplexer functionality, however. The interesting trivia about this chip is that it also is one of
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the only \texttt{74} series standard logic parts that has complimentary outputs. According to manufacturer
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specifications, at a comparable \qty{20}{\pico\farad} load, 74LVC series parts have slightly faster rise and fall times
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compared to our STM32 micrcontroller's digital IO pins\todo{cite
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\url{https://www.renesas.com/en/document/apn/224-alvclvc-logic-characteristics-and-apps}}.
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\paragraph{CML-Output Comparators} such as Analog's \texttt{ADCMP606} are easily-available, general purpose components
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and are easy to interface given their universal input topology. A disadvantage of this path is that we would need one
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comparator each for the stimulus and strobe pulses, and these parts are not cheap at \qtyrange{5}{10}{\euro} for one, or
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about \qty{3}{\euro} at a hundreds quantity.
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\paragraph{Laser Drivers}
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\paragraph{Linear High-Speed Bus Redrivers}
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\paragraph{Limiting High-Speed Bus Redrivers}
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\subsection{Analog Delay Control}
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While the STM32's \texttt{HRTIM} peripheral offers edge position control at a precision of $\frac{1}{32}$ system clock
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cycle using an automatically adjusted delay-locked loop at each output driver, due to the comparatively slow maximum
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system clock speed of \qty{168}{\mega\hertz}, this still only results in a timing resolution of \qty{184}{\pico\second}.
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In our measurements, we observed that end-to-end jitter of our sampler is low enough that
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\subsection{Scan Scheduling}
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\subsection{Frontend Characterization}
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\section{Anomaly Detection through Machine Learning}
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\section{Experimental Evaluation}
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\subsection{Rise time measurement}
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To validate our design, we will perform a two-fold evaluation. First, we want to measure the performance of our sampling
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circuit as a time-doimain reflectometer. The most relevant figure to our mesh monitoring application is the pulse
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generators' rise time, which determines the frontend's sampling speed and consequently the level of detail that we are
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able to extract from a connected mesh during one scan. Since we aim at fingerprinting a connected mesh, not at
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performing absolute measurements, we do not need to characterize the transfer function of our TDR frontend.
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Second, we will characterize the end-to-end performance of our design on a mesh test specimen, and we will evaluate its
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performance on a number of realistic tamper attempts. As a baseline characterization, we will show measurements of both
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short and open mesh traces, allowing us to evaluate our designs' capacity to spatially localize faults. Building upon
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this baseline, we will then demonstrate a probing attack, in which we will measure our design's response to a standard
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\qty{100}{\mega\hertz} bandwidth $\qty{10}{\mega\ohm}||\qty{10}{\pico\farad}$ oscilloscope probe. Compared to the
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baseline open/short test, this provides a much greater challenge due to the probe's intentionally high impedance and
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minimal capacitive loading.
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\subsection{Rise Time Measurement}
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We measure two figures of merit to characterize frontend speed. First, we measure pulse rise time at the mesh interface
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using a Keysight N9020A MXA \qty{26.5}{\giga\hertz} signal analyzer to evaluate the rise time of our pulse
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generator. This figure gives an indication of the raw performance of our pulse generator. Second, we use our circuit to
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perform a TDR measurement of a mesh test specimen, and measure the rise time of the sampling pulse as seen by the
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circuit itself. This figure gives an indication of the actual measurement performance of our circuit. In general, this
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rise time will be faster than the pulse rise time because of the non-linear characteristic of the sampling schottky
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pairs. Depending on the IC, our pules generator produces output waveforms with \qtyrange{1200}{2400}{\milli\volt}
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differential voltage swing. Since the sampling diode pairs start to conduct at a combined forward voltage of
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approximately \qty{500}{\milli\volt}, they will transition from high impedance to low impedance during a corresponding
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\qty{500}{\milli\volt} window at the middle of the strobe pulse's edge. Thus, even if the strobe pulse shows a low-pass
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response with rounding at both ends, as long as its slew rate $\frac{\mathrm{d}V}{\mathrm{d}t}$ during the zero crossing
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is fast enough, the pulse will still result in a sharp turn-on knee of the sampling diodes.
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\subsubsection{Stimulus Pulse Rise Time at the Mesh}
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\subsubsection{Self-Characterization}
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\begin{figure}
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\begin{center}
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\includegraphics[width=\textwidth]{fig_edge_risetime.pdf}
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