Somesh Das Gupta, Michael D. Perlman, Power of the Noncentral F-Test: Effect of Additional Variates on Hotelling's T2-Test, Journal of the American Statistical Association, Vol. 69, No. 345 (Mar., 1974), pp. 174-180
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Gupta et al. (1974) studied this question.