Mission-critical exploration of uncertain environments requires reliable and robust mechanisms for achieving information gain. Typical measures gain such as Shannon entropy KL divergence are unable to distinguish between different bimodal probability distributions or introduce bias toward one mode a distribution. The use standard deviation (SD) metric reduces while retaining the ability higher ...