Scientific diagram drawing software

I would suggest KiCad. It is an application that helps you create professional schematics and printed circuit boards.

You can easily install it by adding the following PPA to your system:

sudo add-apt-repository ppa:adamwolf/kicad-testing-daily
sudo apt-get update
sudo apt-get install kicad kicad-doc-en