$($a$)$ What do you understand under the term hidden unit saturation?

$($b$)$ What are the consquences of hidden unit saturation for gradient$-$based optimization algorithms? $($

$($c$)$ How can hidden unit saturation be mitigated, and explain why what you proposes helps.