Just first a small bit of nomenclature clarification here, your solar modules are said to be in "series" rather that in "serial".
I would suggest you go ahead and change the fuse size right away. 15A is too close to your Isc of 14.1 so I expect that the 15A fuses will blow pretty soon. If you were in the US and subject to our electrical code I would change them to 25A but in your case 20A will probably be OK. Please be sure your wire size is at least 4 mm2/ 12 AWG before you make the change.
Something is a little odd with your comment that the current (amps) isnt changing much but the voltage is. The current from a PV circuit normally varies in proportion to the amount of sunlight received by the modules, so that should be changing a lot throughout the day as the sun angle changes or clouds pass over. The voltage should be relatively constant, it goes up and down a little with the light level and with temperature, but not a lot.
If as you say you're seeing the opposite, current staying constant but voltage changing, then there is something limiting the output of your solar array.
Are your solar strings feeding into an MPPT battery charge controller? If so it could just be that your batteries are fully charged, causing the MPPT to limit the solar output by raising the voltage to reduce how much current your solar array produces. That's fine. You can confirm that by putting a large load on the batteries so the MPPT goes into full power mode. At that point the current from your PV strings should reach something near to the 13.3 amp Imp rating of the modules if it is around solar noon on a sunny day.
If your batteries aren't fully charged, or if youre feeding the grid through an inverter then your MPPT/ inverter might be undersized for your solar array. It protects itself from too much power input by pushing the voltage up and the current down, which would cause what you are seeing. Some undersizing of MPPTs can be ok, but it shouldn't be so low that the solar array current stays the same all day long.