Test statistics of the locally optimum detection schemes for weak composite signals having both deterministic and stochastic signal components are derived for the purely-additive noise model. The locally optimum detectors are compared to those for deterministic-signal-only model and those for random-signal-only model. Structures of the locally optimum detectors are also described.