“…Previously reported methods to estimate soil moisture content include in situ measurements (gravimetric, dielectric measurements, etc.) [ 12 – 16 ], as well as remote sensing approaches, at radar [ 17 – 25 ], infrared [ 26 , 27 ] and optical [ 18 , 28 – 35 ] wavelengths that are known to probe water absorption bands. Unfortunately, most in situ methods either lack the sensitivity or selectivity towards the surface layer, or cannot be easily deployed for continuous real-time monitoring and field applications [ 13 , 36 – 38 ].…”