Princples of Industrial Engineering by Charles Buxton Going seems to be the first book with the term "Industrial Engineering" mentioned in its title. This was published in 1911 by McGraw-Hill Book Company.
You can download this book from http://www.archive.org/details/principlesofindu00goinrich
I am preparing a summary of the book. I shall post in the handbook www.nrao-ie-handbook.blogspot.com