Mineral Processing Energy Monitoring

By Josh Brook on October 6, 2026

mineral-processing-energy-monitoring

In a concentrator, the power bill is mostly a grinding bill. The SAG and ball mills turn day and night and use more electricity than everything else in the plant put together, so a small drift in how they are loaded, fed or classified is a large number by month end. Yet most sites still watch one figure: the utility meter. iFactory's Equipment Submetering puts a live kWh-per-tonne reading on each mill, pump and circuit, checked against the ore being treated, so the team can see which machine is costing more today and why. To see it on your own plant data, book an energy review.

Mining & Minerals · Equipment Submetering

Mineral Processing Energy Monitoring: kWh per Tonne, Mill by Mill

Submeter the SAG mill, ball mills, pumps and flotation. See energy per tonne live, checked against ore hardness, and find the kilowatt-hours that buy no extra grind.

  • A live kWh/t figure for every major machine
  • Compared against the ore, not just the clock
  • Losses ranked in kWh/t and in money
Energy per tonne, by equipmentillustrative
Ball mills9.0
SAG mill8.5
Flotation2.6
Tailings and water1.7
Cyclone feed pumps1.6
Crushing and conveying0.9
Services0.7
Whole plant25.0 kWh/t
A 40,000-tonne-a-day copper concentrator. The mills alone are 70% of the total.
In short
  • Grinding is where most of a concentrator's electricity goes.
  • One utility meter shows the bill, not the cause. Submeters show the machine.
  • kWh per tonne only means something once it is checked against the ore.
52%of mine-site electricity went to comminution in a survey of Australian copper and gold mines
30–40%of all energy at copper mines is comminution, across 40 published studies
Up to 3%of the world's electricity is used to crush and grind, counting quarrying and cement
+31%forecast rise in power demand from Chilean copper mining by 2034, for 21% more copper

Where a Concentrator's Power Goes

Follow the kilowatt-hours and they lead to two kinds of machine: the SAG mill and the ball mills.

Everything else — crushers, conveyors, flotation cells, thickeners — shares what is left. That is why an energy programme that starts anywhere but grinding starts in the wrong place. Our support team can help you sketch the same split for your plant.

The published numbers agree. A survey of Australian copper and gold mines found comminution used 52% of site electricity. A later review of 40 studies put it at 30–40% of all energy at copper mines, diesel included.

350 GWha year: 14 million tonnes at 25 kWh/t
$28 milliona year at $0.08 per kWh
$1.12 milliona year for every 1 kWh/t

Illustrative plant. Tariff and tonnage are assumptions; use your own.

1

Breaking rock is hard work

Only a small part of a mill's energy ends up as new, finer particles. Most leaves as heat and noise. Small gains matter because the base is so large.

2

A mill draws power either way

A turning mill pulls close to full power whether the feed is rich, poor, fast or slow. When tonnes dip, kWh per tonne climbs straight away.

3

The ore is getting harder

Grades are falling, so more rock is ground for the same metal. Chile's copper agency expects mine power demand to grow faster than output.

Energy is carbon too

Each kilowatt-hour saved in grinding is also an emission avoided. One industry report estimates that a 5% efficiency gain across comminution would cut emissions by as much as New Zealand produces in a year.

One Utility Meter Cannot Tell You This

The site meter gives you the bill. It cannot tell you which machine ran it up.

Submetering splits one big number into the pieces that people can act on. Each level down answers a sharper question — which area, which circuit, which machine. Most plants already hold more of this data than they think. To map the meters you already have, book a working session.

Level 1 · SiteWhat did we use?
1,000 MWhUtility meter, one day
Level 2 · AreaWhere did it go?
764 MWhGrinding
104 MWhFlotation
68 MWhTailings and water
36 MWhCrushing and conveying
28 MWhServices
Level 3 · MachineWhich one, per tonne?
8.5 kWh/tSAG mill
4.4 kWh/tBall mill 1
4.6 kWh/tBall mill 2
1.6 kWh/tCyclone feed pumps

Illustrative day at 40,000 tonnes. Two ball mills on the same duty, 0.2 kWh/t apart: only the third level shows that.

By machine

The mill, the pump or the blower — not just "the grinding area".

By tonne

Power matched to the weightometer, so the figure is kWh/t, not just kW.

By hour

The bad three hours stand out, instead of vanishing into a daily average.

What to meter first

1

The mills

SAG and ball mill motors are the biggest loads, and the drive usually measures them already.

2

The pumps

Cyclone feed and tailings pumps. Published energy curves put cyclone feed pumping near 1.6 kWh/t on average.

3

The air

Flotation blowers and compressors run all day and drift quietly.

4

The long tail

Conveyors, thickeners and lighting can share one feeder meter to start with.

kWh per Tonne, Done Properly

A raw kWh/t figure blames the plant for the ore. A fair one compares each hour with what that ore should take.

Hard ore takes more energy to grind. That is geology, not waste. So iFactory sets an expected figure for each ore blend from your own best running, and reports the gap. Ask our process specialists how the expected values are set.

Ore blend
Feed rate
SAG mill power
Actual
Expected
Gap
Soft
1,900 t/h
14.25 MW
7.5 kWh/t
7.2 kWh/t
+0.3
Medium
1,650 t/h
14.19 MW
8.6 kWh/t
8.4 kWh/t
+0.2
Hard
1,400 t/h
14.28 MW
10.2 kWh/t
9.3 kWh/t
+0.9

Illustrative. Notice the mill power barely moves; the tonnes do. On raw kWh/t the hard ore simply looks bad. Against its own expected figure, it is where the real gap is.

Why this matters: without the ore check, a week on hard ore looks like a bad week, and a week on soft ore hides real waste. People stop trusting the figure. With it, a gap means something the plant can fix.

Three things that spoil the number
  • Wet tonnes. Use dry tonnes, or moisture swings will look like energy swings.
  • Clocks out of step. The power meter and the weightometer must share one time base.
  • Daily averages. A day can look fine while three hours inside it were poor.

What 1 kWh per Tonne Is Worth

A 4% improvement sounds small. On a plant this size it is a seven-figure line every year — and it comes from running the same equipment more steadily, not from buying new mills.

One concentrator, one yearillustrative
Ore treated14.0 Mt
Energy per tonne today25.0 kWh/t
After a 4% gain24.0 kWh/t
Energy saved14 GWh
Value at $0.08 per kWh$1.12M
A worked example, not a promise. Your saving depends on your ore, circuit and tariff.

Five Places the Kilowatt-Hours Hide

Most wasted grinding energy is not a fault. It is a mill running a little outside its best window, hour after hour.

Each of these shows up clearly once the machine has its own meter and its own kWh/t trend. Together they add up to the full 1 kWh/t in the worked example above.

None of it needs new equipment. It needs the kWh/t trend in front of the operator at the moment the mill leaves its window. To rank the five on your own circuit, book a loss review.

Where the 1.0 kWh/t sitsillustrative
SAG mill outside its load window0.35
Ball mills over-grinding0.30
Equipment running with no feed0.13
Cyclone feed pumps throttled0.12
Worn liners, low ball charge0.10
The load windowillustrative shape
Night shiftkWh/tToo emptySweet spotToo fullMill load

Too empty, and steel hits liner instead of rock. Too full, and the charge stops tumbling well. The window is found from your own mill's data.

SAG loadHold feed rate and feed size steady so the mill stays in its window.
Over-grindingWatch cyclone pressure and recirculating load; finer than target is paid-for waste.
No-feed runningFlag conveyors, crushers and mills turning empty after a feed trip.
PumpsCompare pump power with flow; a throttled pump is easy to spot.
Liners and chargeTrend kWh/t across the liner life to time relines and ball top-ups.

These levers are well documented. In published case studies, a change to SAG mill pulp lifters cut specific energy by about 10%, and better blast fragmentation lifted mill throughput by 5 to 20%.

From Meter to Decision

The readings matter only if they reach the person who can act, in time to act.

Much of the metering is often there already: mill drives, motor protection relays and switchgear usually measure power. iFactory reads those, fills the gaps with added meters where needed, and joins power to tonnes and ore type minute by minute. Our integration team can check what your plant already measures.

1

Meter

Power is read from each mill, pump group, blower and feeder.

2

Match

Each reading is tied to tonnes from the weightometer and to the ore blend.

3

Compare

Live kWh/t is set against the expected figure for that ore.

4

Rank

Gaps are listed by machine, in kWh/t and in money, with the likely cause.

The morning meeting, before

  • The power bill arrives next month.
  • Energy per tonne is one figure for the whole plant.
  • A poor shift is put down to hard ore.
  • Nobody can say which mill or pump drifted.

The morning meeting, after

  • Yesterday's kWh/t is on the screen, by shift.
  • Each mill and pump group has its own figure.
  • Hard ore is allowed for; the gap that remains is real.
  • The machine, the hours and the cost are listed.

Who sees what

  • Control room operator. Live kWh/t beside the mill load and feed rate.
  • Mill superintendent. Yesterday's gaps by shift and by machine, each morning.
  • Energy manager. Monthly kWh/t by circuit against target, ready for reporting.
  • Maintenance planner. Energy drift that points to liners, pumps or classifiers.
  • Sustainability lead. Energy and emissions per tonne by circuit, ready for the annual report.

iFactory monitors and recommends. Your control system and your operators stay in charge of the mill.

Example exchange · illustrative
Mill superintendentWhy was energy per tonne high on night shift?
iFactory AINight shift ran at 26.4 kWh/t against 25.0 expected for this ore blend. About 0.9 of the 1.4 gap is the SAG mill: feed fell to 1,400 t/h for three hours after a feeder trip while the mill stayed near 14.3 MW. The rest is ball mill 2, with a high recirculating load.
Mill superintendentWhat did it cost?
iFactory AIAbout 27 MWh over the shift — roughly $2,100 at $0.08 per kWh. The same feeder has tripped four times this month. A work order is drafted for your approval.

Turnkey AI: Delivered, Connected and Live in 6–12 Weeks

You do not build this. It arrives ready.

iFactory ships as a pre-configured NVIDIA AI server, racked and ready, with the software pre-loaded. Rack it, plug in power and Ethernet, and the AI is live on your network.

Our team handles cabling, network setup, PLC and SCADA integration, operator training and 24×7 remote monitoring. The server sits inside your own network, and your plant data stays on it. For a scope matched to your concentrator, request a turnkey quote.

Weeks 1–4

Ship, network and data

Server installed. Existing power meters, drives and weightometers connected. Meter gaps listed and filled.

Weeks 5–8

Model training and pilot

Expected kWh/t learned for each ore blend from your history. Grinding circuit monitored in shadow and checked with your metallurgists.

Weeks 9–12

Go-live and training

Live screens for the control room, superintendents and the energy manager. Training by role. 24×7 remote monitoring begins.

Live in 6–12 weeksfrom delivery to the control room
1000+ clientsacross industrial operations
99.9% uptimewith 24×7 remote monitoring

Frequently Asked Questions

How much of a mine's energy goes to grinding?

It depends on what you count. In a survey of Australian copper and gold mines, comminution used 52% of site electricity and about 36% of all site energy once diesel was included. A review of 40 studies put copper mines at 30–40% of total energy.

What is a good kWh per tonne for a SAG or ball mill?

There is no single good number. It depends on ore hardness, feed size and how fine you grind. The fair test is your own best running on the same ore. Industry energy curves can then show how your circuit sits against other mines.

Do we need to install new meters?

Often fewer than expected. Large mill drives, motor protection relays and modern switchgear usually measure power already. We read those first, then add meters only where a machine worth watching has none. A short survey in the first week lists what is there and what is missing.

How is this different from our SCADA trends?

SCADA shows power in kilowatts. It rarely joins that to tonnes and ore type, so it cannot say whether today's energy per tonne is good or poor for this ore. That join, and the ranking of gaps, is what submetering analytics adds. It also keeps the history, so this month can be set against the same ore last year.

Does iFactory control the mill?

No. It measures, compares and recommends. Mill control stays with your control system, any advanced control you run, and your operators. Recommendations need a person to act on them.

Does it work for gold, iron ore and crushing plants?

Yes. The method is the same wherever rock is crushed and ground: meter the machine, match it to tonnes, compare with what the ore should take. It also fits circuits with high-pressure grinding rolls or stirred mills. Only the expected figures change.

How long does it take to go live?

Six to twelve weeks from delivery. We need a place for the server with power and Ethernet, read access to your control system or historian, and a list of existing meters. A pilot normally covers the grinding circuit. To check your set-up first, contact our team.

Bring One Month of Power and Tonnage Data

In thirty minutes we show your kWh per tonne by machine, where the gaps sit and what each is worth. It works from data you already keep. You keep the picture whether or not you go further with iFactory.

Five things worth bringingif you have them
  • 1SAG and ball mill power trends
  • 2Weightometer tonnes for the same month
  • 3Ore type or hardness by day
  • 4A list of the power meters you already have
  • 5Your power tariff

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