Escape local minima

[lindonroberts]

Implement the "escape local minima" feature from Py-BOBYQA [1] into DFO-LS.

[1] Coralia Cartis, Lindon Roberts and Oliver Sheridan-Methven, Escaping local minima with derivative-free methods: a numerical investigation, Optimization (2021). [link]