Abstract: A system and method for cleaning coils in a fired heater is provided. The cleaning system includes a data acquisition tool configured to pass through the coils to acquire data. The cleaning system is configured to establish a pre-cleaning fouling baseline derived from the data for the coils. The cleaning system is configured to develop an optimized cleaning plan for the coils based on the pre-cleaning fouling baseline. The optimized cleaning plan includes a focused cleaning for a fouling area in the coils. The cleaning system further includes at least one cleaning pig configured to clean the coils based on the optimized cleaning plan. The cleaning system further includes a decoking truck for cleaning the coils with the cleaning pig based on the optimized cleaning plan.

Abstract: A computer-implemented method is provided for improving live video quality. The method comprises: (a) acquiring, using a medical imaging apparatus, a stream of consecutive image frames of a subject; (b) feeding the stream of consecutive image frames to a first set of denoising components, wherein each of the first set of denoising components is configured to denoise an image frame from the stream of consecutive image frames in a spatial domain to output an intermediate image frame; (c) feeding a plurality of the intermediate image frames to a second denoising component, wherein the second denoising component is configured to (i) denoise the plurality of the intermediate image frames in a temporal domain and (ii) generate a weight map; and outputting a final image frame with improved quality in both temporal domain and spatial domain based at least in part on the weight map.

Abstract: A computer-implemented method is provided for improving live video quality. The method comprises: (a) acquiring, using a medical imaging apparatus, a stream of consecutive image frames of a subject; (b) feeding the stream of consecutive image frames to a first set of denoising components, wherein each of the first set of denoising components is configured to denoise an image frame from the stream of consecutive image frames in a spatial domain to output an intermediate image frame; (c) feeding a plurality of the intermediate image frames to a second denoising component, wherein the second denoising component is configured to (i) denoise the plurality of the intermediate image frames in a temporal domain and (ii) generate a weight map; and outputting a final image frame with improved quality in both temporal domain and spatial domain based at least in part on the weight map.

Abstract: A computer-implemented method is provided for improving live video quality. The method comprises: acquiring, using a medical imaging apparatus, a stream of consecutive image frames of a subject, and the stream of consecutive image frames are acquired with reduced amount of radiation dose; applying a deep learning network model to the stream of consecutive image frames to generate an image frame with improved quality; and displaying the image frame with improved quality in real-time on a display.

Abstract: A system and method for cleaning coils in a fired heater is provided. The cleaning system includes a data acquisition tool configured to pass through the coils to acquire data. The cleaning system is configured to establish a pre-cleaning fouling baseline derived from the data for the coils. The cleaning system is configured to develop an optimized cleaning plan for the coils based on the pre-cleaning fouling baseline. The optimized cleaning plan includes a focused cleaning for a fouling area in the coils. The cleaning system further includes at least one cleaning pig configured to clean the coils based on the optimized cleaning plan. The cleaning system further includes a decoking truck for cleaning the coils with the cleaning pig based on the optimized cleaning plan.