High-frequency automated cleaning helps
recover energy that would otherwise be
lost to soiling — commonly ~25–35%
in harsh conditions (site-dependent).
Heavy snow adds
structural risk
A thick snow layer can create excessive
static load on PV rows and may deform
mounting supports if clearing is delayed.
Prolonged exposure to sand, abrasive dust,
and snow load accelerates wear on PV
surfaces and supporting structures.
Dust spikes, coastal residue, or snow
coverage can cause immediate drops.
Without automation, recovery depends
on mobilization speed and availability.
Labour, water, scheduling and access
turn into bottlenecks as site size
grows.
Yield drops accumulate between cleanings
and create variance against P50/P90
forecasts.