Abstract: A consumption prediction method includes the following steps: calculating a personal preference correlation coefficient; inputting historical environment data, a historical consumption record and the personal preference correlation coefficient into a first neural network model; a training model is generated by the first neural network model; and determining whether the accuracy rate of the training model is higher than the training threshold. When the accuracy rate of the training model is higher than the training threshold, the training model is regarded as a prediction model.

Abstract: Gas detection devices comprise a dehydration unit a concentration unit, and a temperature control unit for controlling a temperature. The gas detection device includes a sampling mode in which sample gas flows into and out of the dehydration unit through a first port and a second port, respectively, wherein the volatile organic compounds in the sample gas are concentrated in the concentration unit. The temperature control unit may be configured such that the temperature of the sample gas after flowing out from the dehydration unit and before flowing into the concentration unit is not greater than a first preset temperature. Generation of condensed substances in the sample gas can be effectively avoided in a simple manner after the sample gas flows into the concentration unit, thereby further preventing ice blockage. Methods for detecting volatile organic compounds in a sample gas are also disclosed.

Abstract: A cleaning process monitoring system, comprising: a cleaning container comprising an inlet for receiving a cleaning solution and an outlet for draining a waste solution; a particle detector coupled to the outlet and configured to measure a plurality of particle parameters associated with the waste solution so as to provide a real-time monitoring of the cleaning process; a pump coupled to the cleaning container and configured to provide suction force to draw solution through the cleaning system; a controller coupled to the pump and the particle detector and configured to receive the plurality of particle parameters from the particle detector and to provide control to the cleaning system; and a host computer coupled to the controller and configured to provide at least one control parameter to the controller.

Abstract: The invention provides a method for the observation, identification, and detection of blood cells, which comprises a label-free third harmonic generation (THG) tomography having a property of least injury. Submicron morphologies and granularities of blood cells can be revealed and reflected through this method. Leukocytes with different granularities can thus be identified from the intensity and distribution of third harmonic generation signals generated within cells. Furthermore, the method of the present invention is capable of performing a noninvasive sectioning microscopy image in vivo. Without cell and tissue damage, label-free third harmonic generation microscopy can real-time observe the morphology and dynamics of blood cells flowing in vessels or trafficking in tissues; Red blood cells and leukocytes have different morphology in blood flow and can thus be distinguished by in vivo third harmonic generation microscopy.

Abstract: An adjustable optical actuator with tilting function is provided, including two focusing coils, a tilting coil, and two tracking coils. A lens holder is hanged on a yoke base. The focusing coils are placed on the two sides of the lens holder, and the current in the focusing coils is perpendicular to the optical axis of the lens. The tilting coil is placed on the lens holder, and the current in the tilting coil is perpendicular to the optical axis of the lens. The tracking coils are placed on the lens holder, and the current in the tracking coils is parallel to the optical axis of the lens. Four magnets are placed on the yoke base so that the four magnets are placed at the four corners of the lens holder to generate a closed magnetic-flux. The lens holder, focusing coils, tilting coil, and tracking coils are within the scope of the magnetic-flux generated by the four magnets so that the actuator has the functions of focusing, tracking and tilting for adjustment.

Abstract: A flat cable device for an optical pickup head is provided, including a traverse mechanism having a disc loader and an optical pickup unit, and a flexible printed circuit or a flat cable. The disc loader is for holding a disc, and the optical pickup unit is for reading and writing data to the disc. One end of the flat cable is connected to the optical pickup unit, and the other is connected to a circuit board. By changing the placement direction and the extending out location of the flat cable and connection with the optical pickup head, the problem of interference between the flat cable and the traverse mechanism is avoided and the traverse mechanism is enhanced.

Abstract: An adjustable optical actuator with tilting function is provided, including two focusing coils, a tilting coil, and two tracking coils. A lens holder is hanged on a yoke base. The focusing coils are placed on the two sides of the lens holder, and the current in the focusing coils is perpendicular to the optical axis of the lens. The tilting coil is placed on the lens holder, and the current in the tilting coil is perpendicular to the optical axis of the lens. The tracking coils are placed on the lens holder, and the current in the tracking coils is parallel to the optical axis of the lens. Four magnets are placed on the yoke base so that the four magnets are placed at the four corners of the lens holder to generate a closed magnetic-flux. The lens holder, focusing coils, tilting coil, and tracking coils are within the scope of the magnetic-flux generated by the four magnets so that the actuator has the functions of focusing, tracking and tilting for adjustment.