Dairy Processing - July/Aug 2024 - 14

In the realm of
production, AI
tools have been
instrumental
in optimizing
cheese yield by
better managing
variables such as
starter cultures
and milk quality
from different
farm inputs. "
Sushil Verma,
Ever.Ag's Austin Data Labs
quality milk is used in products like cheese,
where yield optimization is critical. "
Data drives information, and leveraging
process historian and laboratory information
management systems as a data model of
any integrated processing operation drives
AI systems.
" For predictive maintenance applications,
prebuilt applications that can be adapted
online are simplest, but for more traditional
measurement based predictive analytics, having
useful history of data around equipment targets,
including time to failure or repair and identified
classified repairs needed, is extremely helpful, "
Tay said. " Most AI is going to leverage available
measurement captured in process historians or
similar data archives or data lakes, but a data
model and some process knowledge helps users
filter information to relevant signals and avoid
or eliminate spurious correlations, confounders
and other data/AI challenges. "
LOOKING AHEAD
Many dairy experts think vision systems
are going to expand into easier to use and
reliable solutions as AI becomes more
capable.
" Then the integration of a range of
14 JUL-AUG 2024 | DAIRYPROCESSING.COM
technologies (vision, with measurement, with
intelligent device data) is going to be integrated
into useful data lakes with a data model to enable
targeted, new problems to be rapidly modeled
and directed to improve human/AI collaboration
and drive higher value by solving more complex
challenges, " Tay said.
The area where AI will really make a
difference for the dairy industry, Bengtsson
noted, is with decision support.
" It's not that AI does it for you, but it's about
collecting the data and making sense of it all, and
providing help, " he said. " At the end of the day,
that support can do a great deal in improving life
for anyone involved with the dairy industry. "
Emerging AI technologies that promise to
further revolutionize the dairy industry include
more advanced machine learning models for
real-time data processing and decision-making at
the edge.
" These technologies will allow even more
personalized and immediate adjustments in
dairy farming and processing, " Verma said. " The
challenges will likely revolve around scaling
these technologies across varied farming
environments and maintaining stringent data
security measures to protect sensitive farm and
production data. "
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Dairy Processing - July/Aug 2024

Table of Contents for the Digital Edition of Dairy Processing - July/Aug 2024

Dairy Processing - July/Aug 2024 - Intro
Dairy Processing - July/Aug 2024 - 1
Dairy Processing - July/Aug 2024 - 2
Dairy Processing - July/Aug 2024 - 3
Dairy Processing - July/Aug 2024 - 4
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