World Grain - September 2024 - 46

FEATURE: REFINING THE PROCESS
within milling, even as technology
has evolved because so many conditions
are present within the entire
value chain: hard versus soft wheat,
geography, climate, cultivars, etc.
Wheat has its own personality that
must be understood as much as the
machine in terms of the final product.
Combining machine and wheat
optimization should be the goal.
" Wheat from one state isn't going
to mill the same as wheat from another
state, " Gwirtz said. " You can
find lots of things that will tell you
what the objective is, but maybe not
in terms that you could turn into data
in an automation program or AI program
so it could provide a solution.
How do you explain the feel (of a
particular flour)? While we can take
a lot of measures, we (millers) still
have to look at and feel to get that
end result, and there's not yet sensors
out there that can do that. "
Focus on machine performance
and data is important, Gwirtz said,
but how the machine impacts the
wheat as well as characteristics of the
wheat and how it behaves throughout
the process are equally valuable.
" So, it's at an information deficit
(focusing on machine performance),
and that's where I think AI, in terms
of running the milling process, is
right now at this point - an information
deficit, " Gwirtz said. " And the
only information that be obtained,
that a number of people have done
with their automation, is machine
learning. The machine temperature,
the machine pressure, the machine
amps, the height of the product, the
rpm of the roller mill, the rpm of
the feeder - those are very discreet
things that can easily be measured,
but we don't tell you what happened
to the product when it ran through
the roll at this roll gap. "
He said the physical conditions
and design of the mill itself also
will necessarily impact the intellectual
decisions
made by any
AI technology.
" That's the thing about flour mills:
The technology is there, but we can't
use the technology in all the different
places in the mill, " he said.
Looking ahead
Demirtaşoğlu expects AI will continue
to evolve and make itself
more useful to milling applications,
including crops other than wheat.
" Artificial intelligence is being
used more and more today, " he said.
" High-quality products from milling
can be achieved through intelligent
monitoring, diagnostics, real-time
evaluation, production optimization,
raw material management, machine
learning and the use of powerful data
tools. By incorporating artificial intel

https://www.cimbria.com/en/products/optical-sorting/brain.html

World Grain - September 2024

Table of Contents for the Digital Edition of World Grain - September 2024

World Grain - September 2024 - Intro
World Grain - September 2024 - 1
World Grain - September 2024 - 2
World Grain - September 2024 - 3
World Grain - September 2024 - 4
World Grain - September 2024 - 5
World Grain - September 2024 - 6
World Grain - September 2024 - 7
World Grain - September 2024 - 8
World Grain - September 2024 - 9
World Grain - September 2024 - 10
World Grain - September 2024 - 11
World Grain - September 2024 - 12
World Grain - September 2024 - 13
World Grain - September 2024 - 14
World Grain - September 2024 - 15
World Grain - September 2024 - 16
World Grain - September 2024 - 17
World Grain - September 2024 - 18
World Grain - September 2024 - 19
World Grain - September 2024 - 20
World Grain - September 2024 - 21
World Grain - September 2024 - 22
World Grain - September 2024 - 23
World Grain - September 2024 - 24
World Grain - September 2024 - 25
World Grain - September 2024 - 26
World Grain - September 2024 - 27
World Grain - September 2024 - 28
World Grain - September 2024 - 29
World Grain - September 2024 - 30
World Grain - September 2024 - 31
World Grain - September 2024 - 32
World Grain - September 2024 - 33
World Grain - September 2024 - 34
World Grain - September 2024 - 35
World Grain - September 2024 - 36
World Grain - September 2024 - 37
World Grain - September 2024 - 38
World Grain - September 2024 - 39
World Grain - September 2024 - 40
World Grain - September 2024 - 41
World Grain - September 2024 - 42
World Grain - September 2024 - 43
World Grain - September 2024 - 44
World Grain - September 2024 - 45
World Grain - September 2024 - 46
World Grain - September 2024 - 47
World Grain - September 2024 - 48
World Grain - September 2024 - 49
World Grain - September 2024 - 50
World Grain - September 2024 - 51
World Grain - September 2024 - 52
World Grain - September 2024 - 53
World Grain - September 2024 - 54
World Grain - September 2024 - 55
World Grain - September 2024 - 56
World Grain - September 2024 - 57
World Grain - September 2024 - 58
World Grain - September 2024 - 59
World Grain - September 2024 - 60
World Grain - September 2024 - 61
World Grain - September 2024 - 62
World Grain - September 2024 - 63
World Grain - September 2024 - 64
World Grain - September 2024 - 65
World Grain - September 2024 - 66
World Grain - September 2024 - 67
World Grain - September 2024 - 68
World Grain - September 2024 - 69
World Grain - September 2024 - 70
World Grain - September 2024 - 71
World Grain - September 2024 - 72
World Grain - September 2024 - 73
World Grain - September 2024 - 74
World Grain - September 2024 - 75
World Grain - September 2024 - 76
https://digital.world-grain.com/sosland/wg/world-grain-september-2024
https://digital.world-grain.com/sosland/wg/world-grain-august-2024
https://digital.world-grain.com/sosland/wg/world-grain-july-2024
https://digital.world-grain.com/sosland/wg/world-grain-june-2024
https://digital.world-grain.com/sosland/wg/world-grain-may-2024
https://digital.world-grain.com/sosland/wg/world-grain-april-2024
https://digital.world-grain.com/sosland/wg/world-grain-march-2024
https://digital.world-grain.com/sosland/wg/world-grain-february-2024
https://digital.world-grain.com/sosland/wg/world-grain-january-2024
https://digital.world-grain.com/sosland/wg/world-grain-december-2023
https://digital.world-grain.com/sosland/wg/world-grain-november-2023
https://digital.world-grain.com/sosland/wg/world-grain-october-2023
https://digital.world-grain.com/sosland/wg/world-grain-september-2023
https://digital.world-grain.com/sosland/wg/world-grain-august-2023
https://digital.world-grain.com/sosland/wg/world-grain-july-2023
https://digital.world-grain.com/sosland/wg/world-grain-june-2023
https://digital.world-grain.com/sosland/wg/world-grain-may-2023
https://digital.world-grain.com/sosland/wg/world-grain-april-2023
https://digital.world-grain.com/sosland/wg/world-grain-march-2023
https://digital.world-grain.com/sosland/wg/world-grain-february-2023
https://digital.world-grain.com/sosland/wg/world-grain-january-2023
https://digital.world-grain.com/sosland/wg/world-grain-december-2022
https://digital.world-grain.com/sosland/wg/world-grain-november-2022
https://digital.world-grain.com/sosland/wg/world-grain-october-2022
https://digital.world-grain.com/sosland/wg/world-grain-september-2022
https://digital.world-grain.com/sosland/wg/world-grain-august-2022
https://digital.world-grain.com/sosland/wg/world-grain-july-2022
https://digital.world-grain.com/sosland/wg/world-grain-june-2022
https://digital.world-grain.com/sosland/wg/world-grain-may-2022
https://digital.world-grain.com/sosland/wg/world-grain-april-2022
https://digital.world-grain.com/sosland/wg/world-grain-march-2022
https://digital.world-grain.com/sosland/wg/world-grain-february-2022
https://digital.world-grain.com/sosland/wg/world-grain-january-2022
https://digital.world-grain.com/sosland/wg/world-grain-december-2021
https://digital.world-grain.com/sosland/wg/-world-grain-november-2021
https://digital.world-grain.com/sosland/wg/world-grain-october-2021
https://digital.world-grain.com/sosland/wg/world-grain-september-2021
https://digital.world-grain.com/sosland/wg/world-grain-august-2021
https://digital.world-grain.com/sosland/wg/world-grain-july-2021
https://digital.world-grain.com/sosland/wg/world-grain-june-2021
https://digital.world-grain.com/sosland/wg/world-grain-may-2021
https://digital.world-grain.com/sosland/wg/world-grain-april-2021
https://digital.world-grain.com/sosland/wg/world-grain-march-2021
https://digital.world-grain.com/sosland/wg/world-grain-february-2021
https://digital.world-grain.com/sosland/wg/2021_01_01
https://digital.world-grain.com/sosland/wg/2020_12_01
https://digital.world-grain.com/sosland/wg/2020_11_01
https://digital.world-grain.com/sosland/wg/2020_10_01
https://digital.world-grain.com/sosland/wg/2020_09_01
https://digital.world-grain.com/sosland/wg/2020_08_01
https://digital.world-grain.com/sosland/wg/2020_07_01
https://digital.world-grain.com/sosland/wg/2020_06_01
https://digital.world-grain.com/sosland/wg/2020_05_01
https://digital.world-grain.com/sosland/wg/2020_04_01
https://digital.world-grain.com/sosland/wg/2020_03_01
https://digital.world-grain.com/sosland/wg/2020_02_01
https://digital.world-grain.com/sosland/wg/2020_01_01
https://digital.world-grain.com/sosland/wg/2019_12_01
https://digital.world-grain.com/sosland/wg/2019_11_01
https://digital.world-grain.com/sosland/wg/2019_10_01
https://digital.world-grain.com/sosland/wg/2019_09_01
https://digital.world-grain.com/sosland/wg/2019_08_01
https://digital.world-grain.com/sosland/wg/2019_07_01
https://digital.world-grain.com/sosland/wg/2019_06_01
https://digital.world-grain.com/sosland/wg/2019_05_01
https://digital.world-grain.com/sosland/wg/2019_04_01
https://digital.world-grain.com/sosland/wg/2019_03_01
https://digital.world-grain.com/sosland/wg/2019_02_01
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http://digital.world-grain.com/sosland/wg/2018_12_01
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http://digital.world-grain.com/sosland/wg/2018_09_01
http://digital.world-grain.com/sosland/wg/2018_08_01
http://digital.world-grain.com/sosland/wg/2018_07_01
http://digital.world-grain.com/sosland/wg/2018_06_01
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https://www.nxtbook.com/sosland/wg/2018_02_01
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https://www.nxtbook.com/sosland/wg/2016_09_01
https://www.nxtbook.com/sosland/wg/2016_08_01
https://www.nxtbook.com/sosland/wg/2016_07_01
https://www.nxtbook.com/sosland/wg/2016_06_01
https://www.nxtbook.com/sosland/wg/2016_05_01
https://www.nxtbook.com/sosland/wg/2016_04_01
https://www.nxtbook.com/sosland/wg/2016_03_01
https://www.nxtbook.com/sosland/wg/2016_02_01
https://www.nxtbook.com/sosland/wg/2016_01_01
https://www.nxtbook.com/sosland/wg/2015_12_01
https://www.nxtbook.com/sosland/wg/2015_11_01
https://www.nxtbook.com/sosland/wg/2015_10_01
http://digital.world-grain.com/sosland/wg/2015_09_01
http://digital.world-grain.com/sosland/wg/2015_08_01
http://digital.world-grain.com/sosland/wg/2015_07_01
http://digital.world-grain.com/sosland/wg/2015_06_01
http://digital.world-grain.com/sosland/wg/2015_05_01
https://www.nxtbook.com/sosland/wg/2015_04_01
https://www.nxtbook.com/sosland/wg/2015_03_01
https://www.nxtbook.com/sosland/wg/2015_02_01
http://digital.world-grain.com/sosland/wg/2015_01_01
http://digital.world-grain.com/sosland/wg/2014_12_15
https://www.nxtbook.com/sosland/wg/2014_12_01
https://www.nxtbook.com/sosland/wg/2014_11_01
https://www.nxtbook.com/sosland/wg/2014_10_01
https://www.nxtbook.com/sosland/wg/2014_09_01
https://www.nxtbook.com/sosland/wg/2014_08_01
https://www.nxtbook.com/sosland/wg/2014_07_01
https://www.nxtbook.com/sosland/wg/2014_06_01
https://www.nxtbook.com/sosland/wg/2014_05_01
https://www.nxtbook.com/sosland/wg/2014_04_01
https://www.nxtbook.com/sosland/wg/2014_03_01
https://www.nxtbook.com/sosland/wg/2014_02_01
https://www.nxtbook.com/sosland/wg/2014_01_01
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https://www.nxtbook.com/sosland/wg/20111_09_01
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https://www.nxtbook.com/sosland/wg/2011_03_01
http://digital.world-grain.com/sosland/wg/2011_02_01
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http://digital.world-grain.com/sosland/wg/2010_09_01
http://digital.world-grain.com/sosland/wg/2010_08_01
http://digital.world-grain.com/sosland/wg/2010_07_01
http://digital.world-grain.com/sosland/wg/2010_06_01
http://digital.world-grain.com/sosland/wg/2010_05_01
http://digital.world-grain.com/sosland/wg/2010_04_01
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