Just for fun, here's an ECMAScript 6 solution.
let [b, c] = a.reduce(function(res, s, i) {
[res[0][i], res[1][i]] = s.split("_");
return res;
}, [[],[]]);
Will work in Firefox today, and in other browsers in the hopefully not too distant future.