Digital twin value chain optimisation at the Ban Houayxai Gold-Silver Operation Penny Stewart, PETRA Data Science. James Carpenter, PanAust.
Digita l tw in va lue cha in optimisa tiona t the
Ba n Houa yxa i Gold-Silver Opera tion
Penny Stewart, PETRA Data Science.
J ames Carpenter, PanAus t.
So w ha t is a “d ig ita l tw in”?
Wikipedia 2018:
“integrate artificial intelligence, machine learning and software analytics with data to create living digital simulation models...”
Data
Model
Vis ualis ation
So w ha t?Forbes , 2017
“allows analysis of data and monitoring of sys tems to head off problems before they even occur, ….
plan for the future by using simulations.”
develop new opportunities, prevent downtime and….
Ba n Houa yxa i Gold-Silver Opera tion
The Ban Houayxai Gold-Silver Operation is located in the Lao People’s Democratic Republic Continuous production s ince 2012Mining is by open-pit To the end of 2017 the mine had poured 0.65 million ounces of gold and 4.7 million ounces of s ilver.Ban Houayxai is an operating asset for PanAus t Limited, an Aus tralian-based copper and gold producer.
HistoricalData
2 Years
Mar 2016 to Mar 2018
Tonnes Ore10
Million
Data Ingested
5.12 GB
Applica tions a cross va lue cha in
Identified areas that have possible problematic gold recovery.
Optimisation of drill and blas t to suit certain rock types .
Ideal mill s ettings (power draw, motor temperature, noise levels , recirculating load, etcetera) and processed with ideal settings (pH, cyanide levels , reagents , etcetera).
The MAXTA model, being a digital twin of the Operation, effectively provides information for risk analys is , cos t improvement s tudies , analys is and ‘what if’ s imulations for various scenarios .
Prediction & Simulation
PETRA®Data Science – Engineered Data Science
MAXTA Dig ita l Tw in
Geomet Drill & Blast Mine PlanningProcess Control
AI Simulation
Ta ilings g ra de prediction
Identified areas that have possible problematic gold
recovery.
The MAXTA model has been tes ted to provide both
estimate of the tailings gold grade as well as a probability
that a block will have a high tails grade.
Drill & b la s t s imula tion
The integrated data includes drill and blast data, data from
the proces s his torian and other plant as says
Optimise the des ign of drill and blas t (burden, spacing and
des ign powder factor) to suit certain rock types
PETRA®Data Science – Engineered Data Science
Scott Cowie Dirk Baas Akhom Phuaksom
J ames Carpenter Shaun Versace J en Stewart
Steve Ivanovski Arun Pillai Sarote Surakote
Darren Hadfield Zeljka Pokaracic Ian Wraight
Sonephet Latxaiyavong Evan J ones Alan Offer
This colla bora tion project poss ib le tha nks to …..
MAXTA Colla bora tion Pa rtners
PETRA®Data Science – Engineered Data Science
Thank-you