In this paper, two new third order nonconforming finite element methods (NFEMs) on the rectangular grid are proposed for the biharmonic problem. Such finite elements are constructed by enriching 9 high-order polynomial bubbles to the $P_4$ polynomial space on each rectangle, so that the extra degrees of freedom can enforce the required sub-continuity of the finite element on the four edges. We prove that the methods are well-defined, have unique solution and converge at $\mathcal{O}(h^3)$ in the $H^2$ norm and $\mathcal{O}(h^5)$ in $L^2$ norm. The numerical results show that the new elements are very efficient.
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