Mass balance and process simulation for water management in mineral processing
Water is everywhere in a processing plant. It carries solids, hosts chemical reactions and leaves the site in products, tailings and effluents. Managing it well requires one thing first: figures you can trust. USIM PAC builds a consistent plant water balance from measured data, then uses it to simulate water use and recycling scenarios. A paper presented at the SIM 2026 French Congress of the mineral Industries Society, in Chalons en Champagne (France).
Why water management matters in mineral processing
Processes cannot run without water. Water carries the ore from one stage to the next, and it is the medium where flotation, leaching and reagent reactions take place.
Water demand follows a simple chain. As ore grades fall, plants treat more tonnes of ore to produce the same metal. More tonnes means more water.To limit fresh water intake, plants recycle their process water. Recycling has an effect on process performance. Dissolved species and residual reagents build up, and flotation results can change.
Three types of constraints weigh on the plant:
Withdrawal constraints
Legislation on water intake, and social acceptance by local communities
Safety constraints
Tailings management and the water stored in tailings facilities
Environmental constraints
The quality and volume of discharges
Water balance frameworks
A water balance is required at several levels, each with its own framework. Scope, level of detail and frequency differ from one level to the next. All these frameworks share one thing: they rest on a mass balance.
Site water management
Internal monitoring; Global Industry Standard on Tailings Management (GISTM)
Run the site, secure tailings facilities
Company water management
Minerals Council of Australia Water Accounting Framework (WAF); ICMM water reporting guidance
Report water inputs, outputs and recycling in a consistent way
Corporate sustainability
Carbon Disclosure Project (CDP); Global Reporting Initiative (GRI)
Disclose water performance to investors and stakeholders
Plant or unit operation
Process engineering studies
Optimise a circuit or a piece of equipment
From mass balance to water balance
Water accounting is the systematic tracking of all water entering, circulating in and leaving a site. It covers quantity and quality. It is the basis for reporting, optimisation and dialogue with stakeholders.
A mass balance is what makes water accounting reliable. It is used for reporting, but above all for running the plant, since it gives a consistent view of all flows. At each node of the flowsheet, inputs equal outputs plus any change in stock. This is true for solids, for each mineral, for each element, and for water.
Raw plant data never close the balance. Data reconciliation corrects each measurement within its uncertainty, and the least reliable measurements are corrected the most. It also estimates the flows that are not measured. You end up with one consistent set of flows.
To note: CASPEO’s reconciliation algorithm is available in BILCO and in USIM PAC software.
The same process applies to water. However water balances raise difficulties that solids balances rarely meet. The paper explores why with a real plant case.
Neverthless, for a site-wide water reporting, a quantitative balance on a simplified flowsheet is enough. A balance on a detailed flowsheet needs more assumptions, this is where simulation takes over.
From observed to predictive balance: process simulation
Reporting frameworks define what to report. A mass balance makes the figures reliable. Simulation turns the observed mass balance into a predictive one.
CASPEO’s simulator, USIM PAC, combines five elements:
- The plant configuration, as a flowsheet
- A description of the material: minerals, particles, water and dissolved species
- Models of each unit operation
- Input data, which define the scenarios to test
- A set of calculation algorithms
It delivers a predictive mass balance, the sizing of unit operations, and energy costs.
USIM PAC process simulation software
Water management flowsheet ITERAMS project
Modelling water in a process simulation software
A simulator handles water on four fronts:
- Solid/liquid separation models control water quantities
- Water treatment models control water quality
- The circuit tracks how water quality changes from stage to stage
- Process models link water quality to process performance.
The last point is the hardest. It answers the question plants ask most: what happens to recovery if we recycle more water? This point will be presented through two simulation studies: the first one with a long loop where process water is treated before it returns to the plant, the second one, a short loop, where water goes straight back after solid/liquid separation.
Mass balance and process simulation; what the tools bring
The mass balance gives the observed state. Simulation explores new configurations.
Used together, they:
- Gather plant data and make them usable
- Give a solid base to monitor operations
- Open up optimisation opportunities
- Improve risk management, for stocks and for planned changes in operating conditions
CASPEO at the SIM 2026 congress
Etienne Braak will present CASPEO’s methods and tools for water accounting and simulation at the SIM 2026. The SIM congress 2026, the annual congress-exhibition of the Société de l’Industrie Minérale, the French mineral industry society, is dedicated to water: “Water: essential resource and strategic issues”. It takes place from 6 to 9 October 2026 at Le Capitole, Châlons-en-Champagne.
Etienne’s paper is titled “Assessment and Simulation: Tools for Integrated Water Management in the Mining Industry”. The presentation will show how a mass balance builds robust water accounting and makes published consumption figures reliable, and how It also calibrates simulators to test recycling and effluent treatment scenarios, instead of costly plant trials. The lecture will present implementation challenges and results from research case studies.
Improve water management in your mineral processing plant with USIM PAC
Start with a water balance that closes. USIM PAC reconciles your plant water data and builds one consistent balance. You then test recycling and treatment scenarios before any plant trial. USIM PAC is steady-state process simulation software for mineral processing. It models the mineral circuit and the water circuit in one flowsheet, from crushing to discharge.
Frequently Asked Questions (FAQs) on automated mineralogy in process simulation
What is water management in mineral processing?
Water management in mineral processing is the control of water quantity and quality across the plant. It covers withdrawals, process water, recycling, water quality and discharges. It relies on reliable water accounting to set targets and measure progress.
How does a mass balance support WAF, ICMM or GRI 303 water reporting?
These frameworks define the metrics to report: withdrawals, consumption, recycling and discharge. A mass balance makes the figures consistent and calculates flows that cannot be measured. Each reported figure then comes with a known level of reliability.
Why do published water consumption figures often lack reliability?
Raw site data rarely closes. Flowmeters drift, many flows are not measured and estimates fill the gaps. Without a mass balance, published figures carry errors that nobody can quantify.
USIM PAC includes a data reconciliation engine to fix this. It takes all available data: flow measurements, pulp densities, water analyses and estimates. It then computes one balance that closes for water, solids and dissolved species in a single calculation.
Each measurement is weighted by its uncertainty, using a weighted least squares method. Unmeasured flows are calculated from the balance, and inconsistent measurements stand out. Every reconciled figure comes with its own uncertainty.
To note: the reconciliation engine is also available as standalone software, BILCO.
Why use process simulation for water management?
Water flows through the whole plant, so a local change affects the entire balance. Simulation models these interactions and tests scenarios without disrupting production. It is a first approach before costly plant trials.
What makes USIM PAC suited to water management in mineral processing?
USIM PAC models solids and water in the same flowsheet. It reconciles plant data into a mass balance and uses it to calibrate the simulator. Water accounting and scenario analysis share one consistent model.
▶️ This article could interest you
Braak, E., Brochot, S. (2022) Water balance in mineral processing: interest of the metallurgical approach, SIM 2022 congress (France).
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CASPEO provides process simulation software, metallurgical accounting solutions, and expert consulting for the mining and metallurgy industries worldwide. Through our integrated approach that combines statistical data analysis, advanced process modeling, and mass balance reconciliation, we help you build the data-quality backbone to improve efficiency, strength sustainability, consolidate governance, and succeed in your digital transformation. With CASPEO, go beyond process simulation.
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