Fresh Thinking by Snowden Optiro

Ian Glacken (Executive Consultant geology) and Dr Gregory Zhang (Senior Consultant Geology) explore how machine learning and convolutional neural networks (CNNs) can be used to bridge the gap between grade control data and resource estimation, and why treating resource models as static can hold operations back. Key discussion points: ⏱ 00:00 Introduction and context for using CNNs with grade contr...

In this episode of Fresh Thinking by Snowden Optiro, Susan Havlin (Managing Consultant) speaks with Dr Tarrant Elkington (Snowden Optiro General Manager) about extending generative AI into coding practical engineering solutions. They discuss how mining engineers and scientists can use AI tools to prototype bespoke solutions, automate niche problems, and build simple applications without being expe...

Gregory Zhang (Senior Geology Consultant) to talk about what convolution actually means in a geostatistical and geological context, and how it shows up in tools ranging from moving averages to convolutional neural networks (CNNs). Building on part one of the conversation, they focus on practical use, common pitfalls, and how to combine modern machine learning approaches with classic geostatistics...

In this episode of Fresh Thinking, Ian Glacken and Dr Gregory Zhang explore why mineral resource models and grade control models often fail to reconcile and how convolutional neural networks (CNNs) can help bridge that gap. This is Part 1 of a 2 part series. The discussion focuses on early-stage resource estimation, sparse drilling data, and how machine learning can learn from dense grade control...

In this episode of Fresh Thinking, Senior Consultant Jamie Oppelaar is joined by Dr Gregory Zhang, Senior Consultant at Snowden Optiro, to explore what convolution really means in a geostatistical and mine planning context. Jamie and Greg walk through how it already shows up in everyday resource estimation workflows. From moving averages and detrending through to kriging residuals and convolutiona...

In this episode of the Fresh Thinking podcast, Dr Gregory Zhang (Senior Geology Consultant) is joined by Dr Leon Lorenzen (Executive Consultant Metallurgy) to talk about the practical realities of geometallurgy and why linking geology, mineralogy and processing really matters. The conversation draws on real project experience, highlighting the risks of disconnects between resource models and plant...

In this episode of Fresh Thinking by Snowden Optiro, Tarrant Elkington (General Manager, Snowden Optiro) is joined by Joseph A. Dos Santos (Joe) (Dos Santos International, Marietta, Georgia) to explore high-angle conveying and the sandwich conveyor. They break down how sandwich conveyors "hug" the material between two belts to move bulk solids up steep inclines, where conventional conveying or tru...

In this episode of the Fresh Thinking Podcast, Principal Consultant Matt Walker (now Senior Resource Geologist with Genesis Minerals) sat down with Snowden Optiro's Executive Consultant Ian Glacken to explore the value of mentoring in geoscience. Ian reflects on the mentors who shaped his long career, the soft and technical skills geologists need today, and his advice for those aspiring to move in...

Mineable Shape Optimisation (MSO) sits at the intersection of geology, mining engineering, and economics. Used well, it helps teams move beyond theoretical resources and towards designs that reflect what will actually be mined. In this episode of Fresh Thinking, Dr Gregory Zhang (Senior Resource Geologist) and Hamish Guthrie (Managing Consultant - Mining) discuss how MSO works, why it matters, and...

In this episode of Fresh Thinking by Snowden Optiro, Tarrant Elkington (General Manager, Snowden Optiro) is joined by Markus Dammers (Director, IPCC & Conveyors, Metso) to talk about what IPCC really means in practice, and whether "strategic conveying" is a more useful way to frame the conversation. They explore the spectrum of IPCC options (fixed, semi-mobile and fully mobile), where value is act...

In this episode of Fresh Thinking by Snowden Optiro, Dr Tarrant Elkington (General Manager, Snowden Optiro) and Markus Dammers (Director IPCC & Conveyors, Metso) explore their rapid screening tool designed to speed up evaluation of In-Pit Crushing and Conveying (IPCC) options.  They discuss how the model helps mining operations quickly assess economic viability, reduce decision uncertainty, and id...

In this episode of Fresh Thinking, Dr Gregory Zhang is joined by Ian Glacken, Executive Consultant at Snowden Optiro, to discuss the crucial role of grade control drilling and modelling. Grade control may seem like a technical detail, but it sits at the very heart of every successful mining operation. From reducing risk and maximising value, to ensuring accurate sampling and modelling, Ian shares...

Getting your comminution circuit right is critical for the success of any mining project. In this episode of Fresh Thinking, Tarrant Elkington (General Manager, Snowden Optiro) is joined by Dr. Leon Lorenzen (Executive Consultant), who brings over 40 years of experience in processing and plant design. They explore how to design and optimise SAG, ball, and ultrafine grinding circuits, balancing thr...

In this episode of the Fresh Thinking podcast, Susan Havlin (Managing Consultant – Geology, APAC) sits down with Dr Gregory Zhang (Senior Consultant - APAC) to explore how mining companies can streamline their resource estimation and grade control workflows. Gregory explains how complex processes can slow teams down, introduce errors, and create "black box" workflows that are difficult to audit. T...

Small errors in sampling can lead to big consequences in mining. In this second episode of our three-part series on sampling, Mark Murphy (Manager Geological Services, IGO) and Ian Glacken (Executive Consultant, Snowden Optiro) explore the different types of sampling errors - and how to recognise, minimise, and prevent them.  From unavoidable "correct" errors to preventable "incorrect" errors, the...

Join Tarrant Elkington, General Manager of Snowden Optiro, and Scott Carpenter, Director of Technology at Datamine Software, as they explore the rapidly evolving world of artificial intelligence in mining. In this episode of Fresh Thinking, they discuss:  The parallels between AI and other disruptive technologies like autonomous haulage. How to navigate the hype cycle and spot real opportunities a...

In this episode of the Fresh Thinking podcast, Laurie Hassall (Senior Consultant, Geology) and Senzeni Matondi (Principal Consultant, Geology) from Snowden Optiro's UK office explore the fascinating world of silica sands. Often overlooked, silica sands are vital for producing glass, solar panels, and high-tech products that shape our modern world. Laurie and Senzeni discuss what makes silica sands...

In this episode of Fresh Thinking, our Executive Consultant (and fellow sampling guru) Ian Glacken sits down with Mark Murphy, world renowned Sampling expert, to uncover the realities of plant sampling - from conveyor belts and moisture balances to concentrates and reconciliation. Mark shares practical insights, cautionary tales, and expert tips to help geologists better understand sampling challe...

Stochastic Mine Planning – Evolving the Way We Manage Uncertainty In this episode, Tarrant Elkington (General Manager, Snowden Optiro) is joined by Matheus Faria (Director of Technical Services, KPI Mining) to explore the evolving role of stochastic mine planning. Stochastic approaches move beyond conventional "single-input" mine plans by explicitly considering uncertainty in key parameters such a...

In this first of three episodes on sampling, Ian Glacken (Executive Consultant at Snowden Optiro) speaks with Mark Murphy (Manager of Geological Services at IGO), about why sampling is one of the most critical – yet often under-taught – skills in geology. From gold to base metals, exploration to mine geology, Mark shares four decades of experience on how sampling impacts decision-making, project e...

In this episode, Julian Aldridge (Managing Consultant, EMEAA) joins Laurie Hassell (Senior Consultant, UK) to discuss the complexities of nickel laterite deposits - from geology to geometallurgy and the processing challenges posed by magnesium and free silica. With more than 20 years' experience in resource geology, Julian brings practical insight into how geological variability affects processing...

Electrifying Open Pits: The Challenges and Opportunities of Going Battery-Powered In this episode of Fresh Thinking by Snowden Optiro, Sarah de Vries (Principal Consultant) is joined by Paul Lucey, Director at Project 412, to discuss the state of play for electrification in open pit haulage. With a background spanning autonomy, AI, and future mining systems, Paul brings a clear-eyed perspective to...

In this episode of Fresh Thinking by Snowden Optiro, host Tarrant Elkington (Snowden Optiro General Manager) chats with Pedro Ladiera (Senior Consultant Mining) about one of mine planning's most critical (and misunderstood) decisions - the final pit. They explore the technical and economic logic behind pit optimisation, from the use of Lerchs-Grossmann and Pseudoflow algorithms to the importance o...

What if your mine plan is giving you a false sense of security? In this episode of Fresh Thinking, Dr Gregory Zhang is joined by Dr Tarrant Elkington, General Manager of Snowden Optiro, to discuss the shift from traditional deterministic planning to stochastic mine planning - and why it matters more than ever. They explore what stochastic planning really is, how it can improve confidence in your p...

With gold prices at record highs, many companies are looking to breathe new life into historic gold projects - but it's not as simple as picking up where someone else left off. In this episode, Snowden Optiro's Susan Havlin (Managing Consultant) chats with Jane Levett, Principal Consultant, about the data challenges, validation methods, and practical steps required before an historical project can...