IP Library Granted Patent US 12,400,403
Granted Patent B2
US 12,400,403 · App. 18/752,992 · Granted Aug 26, 2025

Heterogenous geometry caching for real-time rendering of images of fluids

Inventor: Jason Nadro (Riverside, IL)
Assignee: Warner Bros. Entertainment Inc.
G06T17/205G06F30/23G06T19/20G06F2113/08G06T2210/12G06T2219/2016
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Quick Facts
Patent No.
US 12,400,403
App. No.
18/752,992
Granted
Aug 26, 2025
Kind
B2
Abstract

A method for simulating fluid surfaces in real-time in response to user input includes detecting interactive conditions triggering insertion of a heterogeneous mesh sequence in a 3D model sequence for rendering, fetching ones of the heterogenous mesh sequence from a computer memory, inserting the successive members in corresponding representations of the 3D model sequence in a computer memory, and rendering successive video frames from the representations of the 3D model sequence each including a successive member of the heterogenous mesh sequence. A related method for generating a compact heterogeneous mesh sequence for use in rendering corresponding frames of video includes generating a heterogenous mesh sequence modeling response of a fluid surface to physical forces, the heterogenous mesh sequence characterized by position values represented in computer memory by not less than 12 bytes for each vertex thereof, transforming the heterogenous mesh sequence into the compact heterogeneous mesh sequence, at least in part by quantizing the position values to not greater than four bytes, and storing the compact heterogeneous mesh sequence in a computer memory for use in real-time rendering.

Claims (56)

1. A computer-implemented method for rendering images of object or fluid surfaces in response to user input, the computer-implemented method comprising:

detecting, by one or more processors, a game engine event corresponding to a fluid reaction to be rendered in one or more frames of an interactive multimedia session involving user input;

utilizing, by the one or more processors via a neural network, a selection algorithm to determine a heterogenous mesh sequence for the game engine event corresponding to the fluid reaction;

retrieving, by the one or more processors, the heterogenous mesh sequence and one or more successive members of the heterogenous mesh sequence from a database;

inserting, by the one or more processors, the heterogenous mesh sequence in a multi-dimensional model sequence corresponding to the game engine event;

inserting, by the one or more processors, the one or more successive members in one or more corresponding representations of the multi-dimensional model sequence; and

rendering, by the one or more processors, the one or more representations of the multi-dimensional model sequence within the interactive multimedia session.

2. The computer-implemented method of claim 1 , wherein the game engine event is responsive to a user action.

3. The computer-implemented method of claim 1 , wherein the one or more successive members includes a physically modeled fluid object.

4. The computer-implemented method of claim 1 , wherein the heterogenous mesh sequence includes a sequence identifier.

5. The computer-implemented method of claim 4 , the computer-implemented method further comprising:

determining, by the one or more processors, whether the sequence identifier is valid; and

in response to determining that the sequence identifier is not valid, calling, by the one or more processors, an error handling routine.

6. The computer-implemented method of claim 1 , wherein rendering the one or more representations of the multi-dimensional model sequence comprises:

executing, by the one or more processors, a physical rendering algorithm to the one or more successive members; and

storing, by the one or more processors, one or more rendered pixels in an image format for a successive key frame for generating output video.

7. The computer-implemented method of claim 1 , the computer-implemented method further comprising:

transforming, by the one or more processors, the heterogenous mesh sequence into a compact heterogeneous mesh sequence by quantizing one or more position values; and

storing, by the one or more processors, the compact heterogenous mesh sequence in a rendering database.

8. A computer system for rendering images of object or fluid surfaces in response to user input, the computer system comprising:

a memory having processor-readable instructions stored therein; and

one or more processors configured to access the memory and execute the processor-readable instructions, which when executed by the one or more processors configures the one or more processors to perform a plurality of functions, including functions for:

detecting, by one or more processors, a game engine event corresponding to a fluid reaction to be rendered in one or more frames of an interactive multimedia session involving user input;

utilizing, by the one or more processors via a neural network, a selection algorithm to determine a heterogenous mesh sequence for the game engine event corresponding to the fluid reaction;

retrieving, by the one or more processors, the heterogenous mesh sequence and one or more successive members of the heterogenous mesh sequence from a database;

inserting, by the one or more processors, the heterogenous mesh sequence in a multi-dimensional model sequence corresponding to the game engine event;

inserting, by the one or more processors, the one or more successive members in one or more corresponding representations of the multi-dimensional model sequence; and

rendering, by the one or more processors, the one or more representations of the multi-dimensional model sequence within the interactive multimedia session.

9. The computer system of claim 8 , wherein the game engine event is responsive to a user action.

10. The computer system of claim 8 , wherein the one or more successive members includes a physically modeled fluid object.

11. The computer system of claim 8 , wherein the heterogenous mesh sequence includes a sequence identifier.

12. The computer system of claim 11 , the functions further comprising:

determining, by the one or more processors, whether the sequence identifier is valid; and

in response to determining that the sequence identifier is not valid, calling, by the one or more processors, an error handling routine.

13. The computer system of claim 8 , wherein rendering the one or more representations of the multi-dimensional model sequence comprises:

executing, by the one or more processors, a physical rendering algorithm to the one or more successive members; and

storing, by the one or more processors, one or more rendered pixels in an image format for a successive key frame for generating output video.

14. The computer system of claim 8 , the functions further comprising:

transforming, by the one or more processors, the heterogenous mesh sequence into a compact heterogeneous mesh sequence by quantizing one or more position values; and

storing, by the one or more processors, the compact heterogenous mesh sequence in a rendering database.

15. A non-transitory computer-readable medium containing instructions for rendering images of object or fluid surfaces in in response to user input, the instructions comprising:

detecting a game engine event corresponding to a fluid reaction to be rendered in one or more frames of an interactive multimedia session involving user input;

utilizing, via a neural network, a selection algorithm to determine a heterogenous mesh sequence for the game engine event corresponding to the fluid reaction;

retrieving the heterogenous mesh sequence and one or more successive members of the heterogenous mesh sequence from a database;

inserting the heterogenous mesh sequence in a multi-dimensional model sequence corresponding to the game engine event;

inserting the one or more successive members in one or more corresponding representations of the multi-dimensional model sequence; and

rendering the one or more representations of the multi-dimensional model sequence within the interactive multimedia session.

16. The non-transitory computer-readable medium of claim 15 , wherein the game engine event is responsive to a user action.

17. The non-transitory computer-readable medium of claim 15 , wherein the one or more successive members includes a physically modeled fluid object.

18. The non-transitory computer-readable medium of claim 15 , wherein the heterogenous mesh sequence includes a sequence identifier.

19. The non-transitory computer-readable medium of claim 15 , the instructions further comprising:

determining whether the sequence identifier is valid; and

in response to determining that the sequence identifier is not valid, calling an error handling routine.

20. The non-transitory computer-readable medium of claim 15 , wherein rendering the one or more representations of the multi-dimensional model sequence comprises:

executing a physical rendering algorithm to the one or more successive members; and

storing one or more rendered pixels in an image format for a successive key frame for generating output video.

Assignments (2)
SECURITY INTEREST Recorded Oct 1, 2025
From: WARNER BROS. DISCOVERY, INC.; WARNER MEDIA, LLC; TURNER BROADCASTING SYSTEM, INC.; HOME BOX OFFICE, INC.; DISCOVERY COMMUNICATIONS, LLC; WARNERMEDIA DIRECT LLC; DISCOVERY.COM LLC; WARNER BROS. ENTERTAINMENT INC.; CNN INTERACTIVE GROUP, INC.
To: JPMORGAN CHASE BANK, N.A., AS COLLATERAL AGENT
Reel/Frame 072995/0858 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jun 25, 2024
From: NADRO, JASON
To: WARNER BROS. ENTERTAINMENT INC.
Reel/Frame 067826/0481 →