By Task

按实验任务阅读

如果你关心的是“我该做什么实验验证系统”，比起年份或路线，更应该按任务读。

alpha / resting-state 可行性

最适合硬件早期 sanity check：眼睁/眼闭 alpha、长时稳定性、基本 SNR。

Paper	Stage	Read for
Looney et al., 2011	early in-ear EEG	Minimal viability test: EC/EO alpha plus scalp reference.
Looney et al., 2012	early in-ear EEG	Validate time, frequency, and ERP markers, not one task only.
Mikkelsen et al., 2015	method characterization	Use ASSR/alpha as robust early benchmarks.
Debener et al., 2015	cEEGrid origin	Core first replication: comfort, impedance, alpha, P300, cross-session classification.
Norton et al., 2015	auricular BCI hardware	Useful for conformal soft-electrode design ideas.
Reali et al., 2021	open-source real-world BCI	Low-cost prototype route; document channel map and timing.
Knierim et al., 2023	amplifier benchmarking	Mandatory timing test before ERP/AAD with OpenBCI.

ear-EEG 的优势任务之一，适合 hearing / auditory neuroscience 方向。

Paper	Stage	Read for
Looney et al., 2012	early in-ear EEG	Validate time, frequency, and ERP markers, not one task only.
Kidmose et al., 2012	evoked-potential validation	Hearing applications should start with ASSR/AEP/MMN.
Kidmose et al., 2013	evoked-potential validation	Choose validation tasks by source location and orientation.
Mikkelsen et al., 2015	method characterization	Use ASSR/alpha as robust early benchmarks.
Goverdovsky et al., 2016	24/7 in-ear monitoring	Generic earpiece route must handle jaw motion and occlusion.
Denk et al., 2018	hearing-device ERP	Control acoustic/device artifacts in hearable EEG tests.
Van Den Broucke et al., 2023	wireless hardware	ABR needs different front end than OpenBCI/Smarting.

用于验证耳部电极是否能捕获事件相关电位，但要注意振幅、源位置和 ear-only 性能。

Paper	Stage	Read for
Looney et al., 2012	early in-ear EEG	Validate time, frequency, and ERP markers, not one task only.
Bleichner et al., 2015	concealed EEG precursor	Report whether performance is truly ear-only.
Debener et al., 2015	cEEGrid origin	Core first replication: comfort, impedance, alpha, P300, cross-session classification.
Norton et al., 2015	auricular BCI hardware	Useful for conformal soft-electrode design ideas.
Pacharra et al., 2017	visual cognition validation	Avoid motor LRP as first cEEGrid target.
Denk et al., 2018	hearing-device ERP	Control acoustic/device artifacts in hearable EEG tests.
Knierim et al., 2023	amplifier benchmarking	Mandatory timing test before ERP/AAD with OpenBCI.

最接近智能助听和注意力监测应用，但验证成本高，必须严格控制 chance、窗口长度和划分策略。

Paper	Stage	Read for
Bleichner et al., 2016	auditory attention validation	For AAD, prioritize vertical bipolar pairs and behavior checks.
Mirkovic et al., 2016	target speaker detection	Honest AAD baseline and cap/ear layout comparison.
Holtze et al., 2022	continuous-speech AAD	Use multi-metric AAD and nested validation.
Zhu et al., 2024	multi-speaker AAD	Use 25% chance baseline and strict trial/subject-independent validation.
Geirnaert et al., 2025	direct modality comparison	Best current route-comparison benchmark for AAD trade-offs.

关注 PSG 对照、佩戴稳定性、用户错误、REM/NREM 区分和长时数据质量。

Paper	Stage	Read for
Goverdovsky et al., 2016	24/7 in-ear monitoring	Generic earpiece route must handle jaw motion and occlusion.
Sterr et al., 2018	sleep PSG comparison	Sleep proof-of-concept needs PSG and user-error safeguards.
Mikkelsen et al., 2019	sleep/wake machine learning	Use PSG labels, LOSO validation, and derived cEEGrid channels.

直接服务自研硬件路线：adapter、BOM、低成本放大器、时序校正、高采样无线前端。

Paper	Stage	Read for
Reali et al., 2021	open-source real-world BCI	Low-cost prototype route; document channel map and timing.
Knierim et al., 2022	open hardware	Primary replication guide for adapter, enclosure, routing, and artefact reference.
Knierim et al., 2023	amplifier benchmarking	Mandatory timing test before ERP/AAD with OpenBCI.
Van Den Broucke et al., 2023	wireless hardware	ABR needs different front end than OpenBCI/Smarting.