2results about How to "Raise the upper limit" patented technology

An adversarial training method based on joint label smoothing can train a neural network model capable of resisting different attack perturbation sizes during the training process. The model can identify the existence of adversarial samples under large perturbation attacks and reject their output results, and can correctly identify the true category of samples under small perturbation attacks.

The application relates to the field of aerospace technology, in particular to a high-Mach number ramjet engine with an afterburner. The high-Mach number ramjet engine with the afterburner comprises an aircraft body, an engine lower wall surface and an air inlet; the aircraft body is internally provided with a fuel tank; an isolation section, a first combustion chamber and a nozzle section are arranged between the aircraft body and the engine lower wall surface; the side, away from the first combustion chamber, of the isolation section is provided with the air inlet; the high-Mach number ramjet engine with the afterburner further comprises a powder fuel injection assembly and a second combustion chamber; the powder fuel injection assembly is arranged on the aircraft body, and the second combustion chamber is formed between the first combustion chamber and the nozzle section; the powder fuel injection assembly can inject metal fuel into the second combustion chamber; the metal fuel can be subjected to secondary combustion with combustion products in the second combustion chamber; and the energy generated by the secondary combustion is used to improve the thrust of the aircraft.