In the scenario described, the best branch of AI suited to help improve the probability of success in selecting the best point to drill in oil field exploration is expert systems.
Expert systems are designed to replicate the decision-making ability of a human expert by using rules (like your if-then rules) to analyze data and make recommendations. They are particularly useful in fields like oil exploration, where domain-specific knowledge can be codified into a system that can assist in making informed decisions.