mobicom-experiments
Use when designing or auditing the evaluation of a MobiCom submission — building real-device testbeds, choosing RF and channel measurement methodolo…
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技能内容
MobiCom Experiments
MobiCom's evidence culture is physical: a mobile/wireless mechanism is believed when it is
measured over the air, on real hardware, under conditions that resemble deployment. A
simulation-only or single-run evaluation reads as under-done here. Design the evaluation as
a set of questions about the mechanism, then build the smallest measurement campaign that
answers them on real radios.
Questions before measurements
Write the evaluation's subsection titles as questions first — *Does the mechanism hold under
mobility? What does it cost in energy at rest? When does the channel defeat it?* — then
design one experiment per question. The inverted approach (run everything, narrate the
survivors) produces the benchmark tour that MobiCom reviews call unfocused.
A minimal matrix for a wireless-mechanism paper:
| Question | Experiment | Metrics that answer it |
|---|---|---|
| Does it work in the motivating condition? | over-the-air run under the target channel/mobility | delivery rate, goodput, SNR/BER distribution |
| What does it cost when idle? | baseline with no stress | energy-per-bit, power draw, CPU/airtime overhead |
| Why does it work? | component breakdown / ablation | per-mechanism contribution |
| Does it scale? | node / distance / density sweeps | knee location, per-node or per-meter curve |
| When does it break? | interference, deep fades, high mobility | the regime where baselines win |
| Does it hold over time? | multi-hour or multi-day runs | drift, stability, tail behavior |
Measurement methodology reviewers check
- State the RF setup completely: radio/SDR model and firmware, carrier frequency,
bandwidth, transmit power, antenna and gain, and receiver chain. A number without its
radio context is not interpretable.
- Name the channel condition: distance, line-of-sight vs multipath, ambient
interference, and how you characterized it (RSSI/CSI traces, coherence time). Do not let
"in our lab" stand in for a channel description.
- Make mobility explicit: walker paths, speeds, and schedules for mobility experiments,
and a stationary control. "Under mobility" without the traces is unverifiable.
- Report ground-truth honestly: how position, gesture, or decode-correctness truth was
obtained, and its own error, since a sensing result is only as good as its reference.
Energy is a first-class metric
Battery and harvested-energy claims are common at MobiCom and are held to instrument-level
scrutiny:
Energy report checklist:
instrument: power monitor / shunt + DAQ, sampling rate
quantity: energy-per-bit or per-operation, not just average power
boundary: what is inside the measured envelope (radio only? whole tag?)
budget: for harvested/batteryless designs, the source and the duty cycle
An energy claim that cannot be re-derived from a described measurement setup should not
survive your own audit.
Baselines on tuned hardware
- Compare against the incumbent people actually run, configured the way its own
documentation prescribes — an untuned baseline is the most common credibility wound in
systems and wireless reviewing.
- Include the do-less baseline: the trivial fix (more power, a fixed high rate, another
antenna). If the mechanism cannot beat it at equal cost, that is the finding.
- When a competitor cannot be run (proprietary radio, unavailable hardware), reimplement and
label it a reimplementation, or compare on published numbers with the configuration deltas
stated.
Distributions, not superlatives
- Report percentiles and confidence intervals for delivery, latency, and throughput
claims; a single "up to N×" without the distribution behind it is a review risk
(mobicom-writing-style).
- Show CDFs for headline results and repeat runs across enough channel realizations,
days, or walker paths to expose run-to-run spread; state what varies between repeats.
- Wireless results are time- and place-dependent — a result from one room at one hour is
not a claim about the mechanism until the spread is characterized.
Audit checklist
- [ ] Every evaluation subsection answers a named question.
- [ ] RF setup, channel condition, and mobility fully specified per experiment.
- [ ] Energy measured with a described instrument and boundary, not estimated.
- [ ] Incumbent-grade baseline present and tuned; do-less baseline present.
- [ ] Percentiles + distributions for headline metrics; multi-run spread reported.
- [ ] At least one condition the mechanism does not win, discussed rather than buried.
- [ ] Numbers in abstract/intro regenerate from the recorded runs.
- [ ] A hardware-optional or downscaled variant exists for artifact evaluators
(mobicom-artifact-evaluation).
Output format
[Evidence form] over-the-air testbed / deployment / trace / simulation (claimed vs actual)
[Question map] question -> experiment -> metric (gaps flagged)
[RF+channel] setup and conditions specified? y/n per headline experiment
[Energy] measured, with instrument and boundary? y/n
[Baseline audit] incumbent tuned? do-less present?
[Break condition] regime where the mechanism loses: <named or MISSING>
[Priority additions] ordered by review-risk reduction per testbed-week想直接用这个技能?
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它属于哪个仓库
MobiCom-Skills/skills/mobicom-experiments/SKILL.md