We formulate the construction of 1-rotational difference families as a combinatorial optimization problem. A tabu search algorithm is used to find an optimal solution to the optimization problem for various 1-rotational difference family parameters. In particular, we construct two new 1-rotational difference families which lead to an equal number of new 1-rotational RBIBDs with parameters:
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