Researchers help expand mineral exploration using machine learning

Curtin University researchers person developed a caller strategy that volition assistance place undiscovered mineral deposits successful Western Australia utilizing an precocious instrumentality learning tool.

As portion of a probe project successful collaboration with the Geological Survey of Western Australia, geochemical information collected each implicit the State volition beryllium analyzed to uncover patterns successful big data that are not imaginable to spot with modular methods.

Lead researcher Dr. Vladimir Puzyrev, from Curtin University's Oil and Gas Innovation Centre and the School of Earth and Planetary Sciences, said researchers were utilizing a instrumentality learning method called heavy learning to assistance grow mineral exploration successful Western Australia.

"Deep learning methods are wholly transforming the scenery of information investigation due to the fact that they execute unprecedented show levels crossed assorted tasks, importantly reducing the manual labour and subjectivity contiguous successful much accepted methods of exploration," Dr. Puzyrev said.

"The eventual purpose of this probe task is to assistance place caller mineral deposits successful Western Australia by analyzing large geochemical information utilizing heavy learning methods."

Researchers are analyzing the Geological Survey of Western Australia's Mineral Exploration database, WAMEX, which captures the State's exploration task activities implicit galore years.

Geological Survey of Western Australia Project Lead and Senior Geologist Dr. Paul Duuring said the WAMEX database contained much than 50 cardinal samples.

"There are clip and outgo challenges successful the manual prime power of specified ample data, truthful this task is an important measurement towards adding worth to existing integer geochemical datasets," Dr. Duuring said.

"An improved database opens caller possibilities for Western Australia's mineral exploration sector."

Dr. Puzyrev said the task besides offered further imaginable applications including identifying the astir cost-effective and innovative geochemical data investigation method for the attraction of samples.

"More generally, this probe task besides opens up imaginable caller avenues for aboriginal probe that volition besides payment the State's mineral exploration sector," Dr. Puzyrev said.

---

---