I got my OS from IOT market place.
I use IntelIoTGatewaySoftwareSuite_core64bit. I guess this ended up W126.96.36.199
I restored .img file with win32, Rufus, and Linux disk image tools to USB disk. I tired this with multiple USBs and multiple times.
I am using a Siemens IPC ( which is a din rail industrial PC with Core2 U9300 cpu 4 gb ram and a compact flash drive. NO SATA)
I used deploytool command to deploy after booting into the USB image. Recovery method didn't work. I tired this multiple times.
I used multiple ways with deploytool, but my last command line is
deploytool -d /dev/sda --lvm 0 -lvm-size 100%VG --reset-media