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MP INtelligence® ­— Advanced
Machine Learning for Industrial Processes
Industry 4.0, Artificial Intelligence and Machine Learning are one of the biggest buzzwords today. To
stay ahead of the curve, companies are investing into proof-of-concepts and trials to learn and steer
their strategy. There is lot of innovation and good intent, but most of these projects fail to deliver any
value to the business. So, how should you get started ensuring a strong return-on-investment?
MP INtelligence is an advanced Machine
Learning based offering that enables you
to deliver concrete value from your existing
operational data. By for example minimiz-
ing stoppages and avoiding downtime, you
will be able to show significant value to the
business, build momentum and expand as
you learn more about how to leverage AI/
ML to your business.
MP INtelligence is an advanced anomaly
detection solution that identifies potential
issues in industrial processes. It applies
Machine Learning algorithms to operational
signal data guided by input and feedback
from Maintpartner and customer Operation
and Maintenance (O&M) specialists.
With MP INtelligence you will be able to use
your current operational data to:
•	 Minimize stoppages and downtime due
to unexpected breakdowns
•	 Optimize production by identifying
underperformance
•	 Maximize asset and machinery lifetime
This approach of combining expert insight
with leading-edge Machine Learning algo-
rithms, delivers superior insights that deliver
real business value. Combined benefits can
reach millions of euros annually.
WORKS FOR YOUR INDUSTRY
MP INtelligence is used today across various
industries including energy (CHP, nuclear,
waste, hydro), pharmaceuticals, metal,
chemical, aviation, and paper and pulp.
The unique Machine Learning algorithms
are tuned by O&M specialists to specific
customer situations, making the solution
applicable to any industry.
DETECTS ISSUES WHEN THEY HAPPEN
FOR THE FIRST TIME
MP INtelligence’s ability to discover anom-
alies in any process at a very early stage,
enables timely response to identified issues.
It also enables you to capture problems
when they happen for the first time. Ability
to detect new, unseen patterns is extremely
valuable in complex environments where
building reliable predictive models is not
feasible.
SERVICE TAILORED FOR INDUSTRIAL
ENVIRONMENTS
MP INtelligence supports the work of O&M
personnel, providing valuable process in-
sight for both short-term actions and long-
term optimization and planning. It does not
require constant monitoring and fits well
into the key personnel’s daily work schedule
and routines.
MP INtelligence includes a web-based,
intuitive user interface to view and catego-
rize warnings, and view detailed signal data
related to the incidents. Notifications can be
also delivered to mobile devices.
Maintpartner is a leading industrial operation and maintenance company in Northern Europe and the
leading expert of the energy sector O&M in the Nordics.
We help to improve the productivity of production facilities and minimise process disruptions. In ad-
dition, we offer flexible resources to many types of project, engineering and installation assignments.
Digitalisation and our AI-based preventive solutions are becoming increasingly essential for industrial
operation and maintenance.
Maintpartner Group employs approximately 1,800 people. Our net sales in 2017 amounted to some
EUR 167 million. The Group has offices in Finland, Sweden, Poland and Estonia.
Map and contacts of locations
www.maintpartner.com/contact-map
Switchboard, HQ & Finland +358 (0)9 231 15000
Sweden +46 (0)10 480 7000
Poland +48 032 231 32 65
Head Office: Ahventie 4, FI-02170 Espoo
E-mail addresses in format
firstname.lastname@maintpartner.com
www.maintpartner.com 	 			 Maintpartner Group	 Maintpartner Group	 Maintpartner	
16.10.2018
MP INtelligence service includes back office
monitoring by Maintpartner Control Tower
and regular calls/meetings to jointly review
and improve algorithms and overall service.
This is an essential part of the service to
ensure continuous improvement, tangible
results and customer satisfaction.
HOW IT WORKS
MP INtelligence utilizes available signal data
as the starting point. New data sources can
be easily added later as understanding of
the process increases. As part of the end-
to-end service, Maintpartner helps you to
transmit relevant data to the cloud and add
new sensors or other digital instrumenta-
tion later on.
The advanced self-learning algorithms find
correlations between large numbers of
signals and learn system-level behavior. The
ability to handle thousands of signals sepa-
rates MP INtelligence from condition-based
monitoring (CBM) systems that focus on
individual parameters. MP INtelligence also
supports advanced long-term trend moni-
toring to capture slow changes that might
indicate deterioration of the equipment or
any other disturbance on process perfor-
mance.
After the initial learning cycle, MP INtelli-
gence identifies abnormal signal patterns
in the real-time signal data and generates
warnings for O&M specialists. When
corrective maintenance and failure data is
combined with signal data, algorithms can
recognize patterns that are early indications
of an upcoming failure – even if they hap-
pen for the first time.
MP INtelligence combines machine and
human learning in a unique end-to-end
concept. Technology behind MP INtelli-
gence has been developed for over 20 years
for industrial environments and has been
proven by Maintpartner across processes
in different industries. The most important Figure 2: A typical timeline for deploying MP INtelligence
learning during the past years has been how
to combine human and machine intelli-
gence to deliver real results.
DEPLOY IN WEEKS
Our delivery model has been tested and
proven in the field. Starting with existing,
available data and expanding with new data
points later, enables rapid deployment and
strong return on investment.
Figure 1: MP INtelligence User Interface
HOW TO GET STARTED: CONTACT US AT
digital.solutions@maintpartner.com
to learn how MP INtelligence can work for
your business, or visit www.maintpartner.
com/digital to learn more about customers
and solutions.
•	 Model defini-
tions and initial
clustering
•	 Data collection
setup
•	 Data cleansing
and pre-process-
ing
•	 Unsupervised
machine learning
•	 Model tuning
•	 Model training
and online with
real-time data
•	 Actively follow &
rate warnings
•	 Model re-tuning
•	 Monitor model performance
•	 Maintpartner Control Tower
support
•	 Regular review meetings
•	 Continuous improvement of
data collection, model perfor-
mance, etc.
Setup
2–4 weeks
Ramp-up
1–2 weeks
Validation
1–2 months
Operational
Continuous

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MP INtelligence - predictive analytics of industrial processes

  • 1. MP INtelligence® ­— Advanced Machine Learning for Industrial Processes Industry 4.0, Artificial Intelligence and Machine Learning are one of the biggest buzzwords today. To stay ahead of the curve, companies are investing into proof-of-concepts and trials to learn and steer their strategy. There is lot of innovation and good intent, but most of these projects fail to deliver any value to the business. So, how should you get started ensuring a strong return-on-investment? MP INtelligence is an advanced Machine Learning based offering that enables you to deliver concrete value from your existing operational data. By for example minimiz- ing stoppages and avoiding downtime, you will be able to show significant value to the business, build momentum and expand as you learn more about how to leverage AI/ ML to your business. MP INtelligence is an advanced anomaly detection solution that identifies potential issues in industrial processes. It applies Machine Learning algorithms to operational signal data guided by input and feedback from Maintpartner and customer Operation and Maintenance (O&M) specialists. With MP INtelligence you will be able to use your current operational data to: • Minimize stoppages and downtime due to unexpected breakdowns • Optimize production by identifying underperformance • Maximize asset and machinery lifetime This approach of combining expert insight with leading-edge Machine Learning algo- rithms, delivers superior insights that deliver real business value. Combined benefits can reach millions of euros annually. WORKS FOR YOUR INDUSTRY MP INtelligence is used today across various industries including energy (CHP, nuclear, waste, hydro), pharmaceuticals, metal, chemical, aviation, and paper and pulp. The unique Machine Learning algorithms are tuned by O&M specialists to specific customer situations, making the solution applicable to any industry. DETECTS ISSUES WHEN THEY HAPPEN FOR THE FIRST TIME MP INtelligence’s ability to discover anom- alies in any process at a very early stage, enables timely response to identified issues. It also enables you to capture problems when they happen for the first time. Ability to detect new, unseen patterns is extremely valuable in complex environments where building reliable predictive models is not feasible. SERVICE TAILORED FOR INDUSTRIAL ENVIRONMENTS MP INtelligence supports the work of O&M personnel, providing valuable process in- sight for both short-term actions and long- term optimization and planning. It does not require constant monitoring and fits well into the key personnel’s daily work schedule and routines. MP INtelligence includes a web-based, intuitive user interface to view and catego- rize warnings, and view detailed signal data related to the incidents. Notifications can be also delivered to mobile devices.
  • 2. Maintpartner is a leading industrial operation and maintenance company in Northern Europe and the leading expert of the energy sector O&M in the Nordics. We help to improve the productivity of production facilities and minimise process disruptions. In ad- dition, we offer flexible resources to many types of project, engineering and installation assignments. Digitalisation and our AI-based preventive solutions are becoming increasingly essential for industrial operation and maintenance. Maintpartner Group employs approximately 1,800 people. Our net sales in 2017 amounted to some EUR 167 million. The Group has offices in Finland, Sweden, Poland and Estonia. Map and contacts of locations www.maintpartner.com/contact-map Switchboard, HQ & Finland +358 (0)9 231 15000 Sweden +46 (0)10 480 7000 Poland +48 032 231 32 65 Head Office: Ahventie 4, FI-02170 Espoo E-mail addresses in format firstname.lastname@maintpartner.com www.maintpartner.com Maintpartner Group Maintpartner Group Maintpartner 16.10.2018 MP INtelligence service includes back office monitoring by Maintpartner Control Tower and regular calls/meetings to jointly review and improve algorithms and overall service. This is an essential part of the service to ensure continuous improvement, tangible results and customer satisfaction. HOW IT WORKS MP INtelligence utilizes available signal data as the starting point. New data sources can be easily added later as understanding of the process increases. As part of the end- to-end service, Maintpartner helps you to transmit relevant data to the cloud and add new sensors or other digital instrumenta- tion later on. The advanced self-learning algorithms find correlations between large numbers of signals and learn system-level behavior. The ability to handle thousands of signals sepa- rates MP INtelligence from condition-based monitoring (CBM) systems that focus on individual parameters. MP INtelligence also supports advanced long-term trend moni- toring to capture slow changes that might indicate deterioration of the equipment or any other disturbance on process perfor- mance. After the initial learning cycle, MP INtelli- gence identifies abnormal signal patterns in the real-time signal data and generates warnings for O&M specialists. When corrective maintenance and failure data is combined with signal data, algorithms can recognize patterns that are early indications of an upcoming failure – even if they hap- pen for the first time. MP INtelligence combines machine and human learning in a unique end-to-end concept. Technology behind MP INtelli- gence has been developed for over 20 years for industrial environments and has been proven by Maintpartner across processes in different industries. The most important Figure 2: A typical timeline for deploying MP INtelligence learning during the past years has been how to combine human and machine intelli- gence to deliver real results. DEPLOY IN WEEKS Our delivery model has been tested and proven in the field. Starting with existing, available data and expanding with new data points later, enables rapid deployment and strong return on investment. Figure 1: MP INtelligence User Interface HOW TO GET STARTED: CONTACT US AT digital.solutions@maintpartner.com to learn how MP INtelligence can work for your business, or visit www.maintpartner. com/digital to learn more about customers and solutions. • Model defini- tions and initial clustering • Data collection setup • Data cleansing and pre-process- ing • Unsupervised machine learning • Model tuning • Model training and online with real-time data • Actively follow & rate warnings • Model re-tuning • Monitor model performance • Maintpartner Control Tower support • Regular review meetings • Continuous improvement of data collection, model perfor- mance, etc. Setup 2–4 weeks Ramp-up 1–2 weeks Validation 1–2 months Operational Continuous