process optimization begin with a deep knowledge and understanding of process
DESCRIPTION
Process Optimization begin with a deep Knowledge and Understanding of process. Advanced Process Control & Artificial Intelligence. APC/AI. Turning Knowledge into Business Advantage. Jupiterweg 17 A PO Box 7562 8903 JN Leeuwarden. Gianni Mappa [email protected]. - PowerPoint PPT PresentationTRANSCRIPT
Process Optimization beginwith a deep Knowledge and Understanding of process
APC/AIAdvanced Process Control
& Artificial Intelligence
Gianni [email protected]
Jupiterweg 17 APO Box 75628903 JN Leeuwarden
Turning Knowledge into Business Advantage
Process Optimization beginwith a deep Knowledge and Understanding of process
Contents
1. - AI in Process Control: What for?• What? Where? How?• When? When Not? Why?
2. – Business Cases• Dairy Industry (TOC)• Trend Analisys• Life Project in Textile Industry (Water Recycle)• Olive Oil finishing (Knowledge Estraction)• Knowledge Base Sensors WQI•
3
What for Artificial intelligence in Process Control?
TOC-pH
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TOC-Tlg
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What we can do in this case?(with scatterplots as the following)
...and What we can do when we have no correlation among data in a
multidimensional database?
What Artificial intelligence can do in Process Control?
...and What we can do when we have a new or not repetitive industrial
process changing ?
On-Line Probe/Sensors
What we can do when we have to dynamically detect a complex
process parameter (TOC, WQI, etc.) and we have not specific on-line instrumentation to do it?
Or when we have hazardous constraints in using
traditional process control approach?
...and so on ...
What for Artificial intelligence in Process Control?
A first gross differentiation: about Algorithmic Approach to a fixed problem.
Artificial Intelligence
Both Statistical APC &
Artificial Intelligence
Artificial Intelligence
(Knowledge Extraction & Know. Engineering)
StatisticalAPC
Qua
litati
ve D
ata
Quantitative Data Rate
Non-DETERMINISTIC Approach
DETERMINISTIC Approach
What for Artificial intelligence in Process Control?
Effe
ct
rate
N° of Causes
A second gross differentiation: about N° Causes/Effect from a fixed problem.
XBase
What for Artificial intelligence in Process Control?
A third gross differentiation: about Warning in “adapting” theory to reality in a fixed problem.