Abstract: A time series data adversarial sample generating method and system, an electronic device, and a storage medium, relating to the field of time series data processing. The method comprises: training a time series prediction model using original time series data (101); calculating a maximum value of a loss function in the time series prediction model by means of a stochastic gradient descent optimization strategy (102); determining corresponding noise according to the maximum value of the loss function (103); and superimposing the noise on the original time series data to generate a globally disturbed time series data adversarial sample (104). The method can significantly reduce the model accuracy under the condition of a small amount of data disturbance, has important significance for safe application of an industrial system, and has wide applicability and transferability.

Abstract: A method and an apparatus for generating a particle wave carrying an electric charge is provided. The method comprises: on the basis of waveform information pre-stored in a waveform storage module, generating a corresponding digital waveform signal; the waveform information comprising amplitude and phase; on the basis of a digital-to-analog conversion module connected to the waveform storage module, converting the digital waveform signal having a pre-set phase into an analog waveform signal; on the basis of a power amplification module connected to the digital-to-analog conversion module, performing power amplification on the analog waveform signal; on the basis of a high-voltage generator connected to the power amplification module, performing high-voltage amplification on the power signal of the analog waveform signal; and by means of a quasi-continuous emission electrode connected to the high-voltage generator, emitting a charged particle wave on the basis of the analog waveform voltage signal.

Abstract: The present disclosure relates to a method and apparatus for realizing an air charged particle wave with a required frequency. The method comprises the following step: controlling, by a waveform control unit, a charged particle generation unit, so that the charged particle generation unit generates a charged particle wave at a preset frequency. The apparatus comprises a charge and charged particle generation unit, wherein the unit is used for generating positively-charged particles or negatively-charged particle in the air; and a charged particle waveform control unit, wherein the waveform control unit is used for regulating the generation by the charged particle generation unit to control the density of the charged particles transmitted in the air, so that the particles in the air form a particle wave with a controllable density and movement direction in a predetermined waveform.

Abstract: The invention discloses electrode for generating negative oxygen ion and negative oxygen ion generator using the electrode, comprising a wire loop with a longitudinal section shaped U, a circle of fibre bundle filled inside of the U-shaped groove in the wire loop, wherein the fibre bundle and wire loop are tightly glued by conducting resin and the said wire loop is composed of micrometer-size carbon fiber or fullerene fiber. The invention improves the productivity of negative oxygen ions and greatly reduces the generation of Ozone molecules. Besides, by utilizing the strong turning air flow to transfer the generated negative oxygen ions in high concentration to the space of a long distance for human to breathe, it improves the use efficiency of negative oxygen ions without the filter net, simplifies the structure of negative oxygen ion generator in this invention, as well as decreases its size.

Abstract: The invention discloses electrode for generating negative oxygen ion and negative oxygen ion generator using the electrode, comprising a wire loop with a longitudinal section shaped U, a circle of fibre bundle filled inside of the U-shaped groove in the wire loop, wherein the fibre bundle and wire loop are tightly glued by conducting resin and the said wire loop is composed of micrometer-size carbon fiber or fullerene fiber. The invention improves the productivity of negative oxygen ions and greatly reduces the generation of Ozone molecules. Besides, by utilizing the strong turning air flow to transfer the generated negative oxygen ions in high concentration to the space of a long distance for human to breathe, it improves the use efficiency of negative oxygen ions without the filter net, simplifies the structure of negative oxygen ion generator in this invention, as well as decreases its size.