Abstract: In embodiments of the present disclosure, disclosure is an immunogenicity prediction method comprising the steps of: acquiring information about synthetic long peptides for treating carcinoma in a subject through an immunogenicity prediction device; processing the synthetic long peptides by one processing method of embedding, one-hot encoding, and BLOSUM through the immunogenicity prediction device, and outputting one or more antigen feature values based on the processed data; inputting the cleavage probability vector for each position of the synthetic long peptides through the immunogenicity prediction device to output one or more cleavage feature values; inputting a neoantigen peptide sequence, an HLA class I sequence, an HLA class II sequence within the synthetic long peptides through the immunogenicity prediction device to output one or more neoantigen feature values related to the immunity and binding affinity to the neoantigen peptide sequence; and outputting an immunogenicity score of the neoantigen pe

Abstract: A virtual driving simulation system and a virtual driving simulation method are disclosed. A digital twin device according to an embodiment of the present invention includes a virtualization implementation part to generate virtualization data, a model generation part to generate virtual driving data, and a communication part to transmit the virtual driving data to a simulation cabin and a simulation wall, wherein the simulation cabin includes at least one pillar display, and the virtual driving data includes a video to be displayed on the at least one pillar display.

Abstract: A vehicle includes a display, a mode setter determining a visual information provision target of an image displayed on the display according to a driving status and setting forward orientation of the image on the display according to the visual information provision target, and a display controller selecting an image corresponding to the driving status and displaying the image on the display after adjusting the forward orientation of the selected image to the inward direction, outward direction, or both directions of the display according to the forward orientation set by the mode setter.

Abstract: A pillar display device of a vehicle and a method of controlling the pillar display device are disclosed. According to embodiment of the present invention, a method of controlling a pillar display device of a vehicle includes capturing, by at least one external camera, at least one external image, capturing, by at least one internal camera, a gaze of a passenger who will be provided with the external image on a display screen, determining, by a gaze information processor, an area to be displayed on the display screen from among the external images captured based on the passenger's gaze, correcting, by an image optimizer, an image of the determined area, and transmitting, by an information transmitter, the corrected image to each display screen.