Abstract: Computer-implemented methods, systems, and software of detecting leaks, for example, in a pipeline that conveys a liquid or gas. Embodiments include inputting into a computer system a first set of data acquired (e.g., from the pipeline) during (e.g., normal) operation (e.g., of the pipeline), acquiring a second set of data (e.g., from the pipeline) while simulating leaks (e.g., from the pipeline) by releasing quantities of the liquid or gas (e.g., from the pipeline) from multiple locations (e.g., along the pipeline), inputting into the computer system the second set of data, and training the computer system to detect the leaks (e.g., from the pipeline) including communicating to the computer system that no leaks existed while the first set of data was acquired and communicating to the computer system that leaks existed while the second set of data was acquired.