As a kind of new optimized algorithm, neural network can substitute for landscape orientation filter in adaptive equalization, and it has been widely used in digital communication system.

The dissertation also presents an adaptive finite-temperature string method to study transition paths in rare events for complex systems with rough energy landscape.