Nano-sheets are the revolutionary change to overcome the limitations of FinFET. In this paper, the temperature dependence of 10 nm junctionless (JL) nano-sheet FET performance on DC, analog and RF characteristics are investigated for the first time using extended source/drain and with high-k gate stack. The detailed DC performance analysis like transfer characteristics (ID-VGS), output characteristics (ID-VDS), DIBL, SS and ION/IOFF ratio are evaluated from 200 K to 350 K. We also analyzed the temperature effect on the ON-OFF performance metric (Q), dynamic power, and power consumption. Furthermore, to understand the device performance on various process parameters like doping, and work function variations are presented at 300 K. The proposed device exhibits good ION/IOFF switching behaviour with IOFF reaching less than nA for all temperatures. The cut-off frequency (ft) is determined to be in the THz range and the ON-OFF performance metric (Q) ranges between 1.5 to 2.2 μS-dec/mV at LG of 10 nm. Furthermore, the scaling effect of nano-sheet at various gate lengths (LG = 5 nm, 8 nm, 10 nm, 14 nm, and 20 nm) are also presented. From simulation analysis we notice that analog/RF performance parameters of a JL nano-sheet FET are less sensitive to temperature variations. At extremely scaled LG the nano-sheet FET exhibits lower power consumption and dynamic power and comparatively decreases with increase in temperature. The proposed nano-sheet FET demonstrates as a strong potential contender for low-power and high-frequency applications at nano-regime.