For two-column figures, use the figure* environment. Also note that the placement of such figures is always delayed by one page (by default). The following MWE shows an arrangement that allows a top-floating one-column figure together with a bottom-floating two-column figure on the same page (with the aid of dblfloatfix):

\documentclass[twocolumn]{article}
\usepackage{lipsum}% http://ctan.org/pkg/lipsum
\usepackage{graphicx,dblfloatfix}% http://ctan.org/pkg/{graphicx,dblfloatfix}
\begin{document}
\lipsum[1-3]
\begin{figure*}[b]
\centering\includegraphics[width=\linewidth,height=0.1\textheight]{example-image-b}
\caption{B caption}
\end{figure*}
\lipsum[4-7]
\begin{figure}[t]
\centering\includegraphics[width=\columnwidth,height=0.1\textheight]{example-image-a}
\caption{A caption}
\end{figure}
\lipsum[8-12]
\end{document}
Note that the figure numbering is not ideal. Figure 2 (one-column) is at the top while Figure 1 (two-column) is at the bottom. It is possible to play around with the figure counters in order to obtain a better result. However, this is all because figure*'s difficulty in being placed properly.
\documentclass[twocolumn]{article}
\usepackage{lipsum}% http://ctan.org/pkg/lipsum
\usepackage{graphicx,dblfloatfix}% http://ctan.org/pkg/{graphicx,dblfloatfix}
\begin{document}
\lipsum[1-3]
\begin{figure*}[b]
\stepcounter{figure}% To correct for figure placement & numbering
\centering\includegraphics[width=\linewidth,height=0.1\textheight]{example-image-b}
\caption{B caption}
\end{figure*}
\lipsum[4-7]
\begin{figure}[t]
\addtocounter{figure}{-2}% To correct for figure placement & numbering
\centering\includegraphics[width=\columnwidth,height=0.1\textheight]{example-image-a}
\caption{A caption}
\addtocounter{figure}{2}% Re-establish correct figure number
\end{figure}
\lipsum[8-12]
\end{document}
\addtocounter{figure}{1}. But that is the worthy expense to pay. Thank you very much! – user2045447 Apr 28 '13 at 01:30figurea couple of paragraphs before the definition, making it end up in the same location. – Werner Oct 30 '13 at 22:26