With your question about the center, have you considered non-parametric statistics (like the median)? How skewed is your distribution?
Please give example(s) of multimodal distribution. Let's say 3 bell-shape curves are close to each other. I could not think of one example
If the data is quantitative, multimodal, and symmetric, should we use mean or mode to find the center?