I have always understood that all French trains operating at speeds in excess of 160kph use electrically controlled brakes, including the Class 373s. Nobody in their right mind would even think of running trains at 300kph with just pneumatic control of the brakes.
Thirty or so years ago I lived in France and one of my neighbours, quite by chance, was English and worked for BR. He was BR's representative for the construction and acceptance of the Eurostar trains and we spoke occasionally about trains! A French-language website, found
here, confirms this where it states:
The important part is the last sentence: "All SNCF trains running at more than 160kph are so equipped", the "so equipped" referring to electrically controlled brakes.
French high speed trains use either metal sintered or composite brake pads. It is possible that in the case of the trains you heard at Ashford that if the brake calliper does not pull the pads clear of the discs when released then the pads may still be in contact with the discs when the train starts. Sintered pads tend to squeal so if they were still in contact with the discs, though not providing any braking force, they would squeal until vibration or the run-out of the disc threq them clear.