He is the founder of the Wheaton Robotics Laboratory where he investigates the acquisition of language in robots and data mining of time series and speech. He is the author of numerous publications on grammatical inference and unsupervised discovery of patterns in data. In 2010, Dr. Armstrong was named as the Whiting Foundation Fellow.