These tutorials describe some approaches to statistical analysis of sensor-level data.
Visualising statistical significance thresholds on EEG data
Non-parametric 1 sample cluster statistic on single trial power
Non-parametric between conditions cluster statistic on single trial power
Mass-univariate twoway repeated measures ANOVA on single trial power
Spatiotemporal permutation F-test on full sensor data