I'll try a grid search later today.  There is [a batch variant](http://www.ntu.edu.sg/home/egbhuang/pdf/OS-ELM-TNN.pdf) and [an incremental variant](http://www.ntu.edu.sg/home/egbhuang/pdf/I-ELM.pdf) of the algorithm but I haven't tried either of them.