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Artificial intelligence (AI) algorithms are increasingly used to improve interpretation of gas-in-oil analysis. However, a satisfactory diagnosis may not be obtained if individual method is used. Each method has its own advantages and weaknesses, and the ability to identify fault is limited by its basic principle, training samples and other factors. Dempster-Shafer theory can be used to implement...