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PiE – Processes in Events:
Interconnections in Ambient
Assisted Living
Monica Vitali, Barbara Pernici
Dip. Elettronica Informazione e Bioingegneria (DEIB)
Politecnico di Milano, Italy
MOTIVATION
Cooperating organizations act separately, but data used
by the processes are not independent.
ISSUE
Hidden relations between business processes of different
organizations affect the global result.
GOAL
To Identify and discover interconnections between
business processes in an event enriched environment
(PiE).
To acquire knowledge about the global process and
conduct advanced process analysis.
PiE - Scenario
Organization 1
Event Pool
Organization 2
PiE - Scenario
Organization 1
Event Pool
Organization 2
PiE - Scenario
Organization 1
Event Pool
Organization 2
How processes of different
organizations interact?
How the environment affects the
processes?
Events
An Event is the record of an interesting fact detected in
the observed environment.
It is defined by a content, a type, and a timestamp.
CATEGORIES
Process Events generated during the execution of a
process. They can be mapped to the execution of an
activity.
Environmental Events generated by sensors in the
environment. Indirectly related to processes.
Multiple Process Annotation
Multiple Process Annotation
STEP 1: Events to Processes mapping
Multiple Process Annotation
STEP 2: Events correlation discovery
Multiple Process Annotation
STEP 3: Process to Process interconnection
PiE Application to AAL
Social Care
Health Care
Operator Recipient
Event Pool
PiE Application to AAL
PiE Application to AAL
PiE Application to AAL
PiE Application to AAL
PiE Application to AAL
Events pool
PiE Application to AAL
T2
T1
Events pool
T8
T9
T1 Operator entrance
T2 Operator exit
T8 Subject fall
T9 Subject immobility
PiE Application to AAL
T3
T2
T1
T4
T5
T6
T7
Events pool
T8
T9
T1 Operator entrance
T2 Operator exit
T3 Service registration
T4 Expense report
T5 Drug report
T6 Payment emission
T7 Week plan creation
T8 Subject fall
T9 Subject immobility
PiE Application to AAL
T3
T2
T1
T4
T5
T6
T7
Events pool
T8
T9
T1 Operator entrance
T2 Operator exit
T3 Service registration
T4 Expense report
T5 Drug report
T6 Payment emission
T7 Week plan creation
T8 Subject fall
T9 Subject immobility
PiE Application to AAL
T3
T2
T1
T4
T5
T6
T7
Events pool
T8
T9
T1 Operator entrance
T2 Operator exit
T3 Service registration
T4 Expense report
T5 Drug report
T6 Payment emission
T7 Week plan creation
T8 Subject fall
T9 Subject immobility
PiE Application to AAL
T3
T2
T1
T4
T5
T6
T7
Events pool
T8
T9
T1 Operator entrance
T2 Operator exit
T3 Service registration
T4 Expense report
T5 Drug report
T6 Payment emission
T7 Week plan creation
T8 Subject fall
T9 Subject immobility
PiE Analysis
Discovered relations can be exploited for mining
information about processes execution.
General Analysis … conformance and coverage of
process activities
Use-case specific information answer question about
the execution of the global process
Which are the assistance activities followed by the production of 
a report? How many activities require a payment and how 
often they are executed? Which is the average duration of the 
cleaning and dressing activities for a specific subject? Is it 
regular? Does it change with operator? Is it in line with 
the duration of the same activities on other subjects? 
Which is the average cost of the grocery shopping for a specific 
subject and from what this cost is dependent?
Future Steps
Promising preliminary results. We plan to:
validate the PiE methodology in a complex real
case study
implement a tool for automatic execution of
process analysis
apply PiE to other fields involving interacting
processes and IoT devices
PiE – Processes in Events:
Interconnections in Ambient
Assisted Living
Monica Vitali, Barbara Pernici
Dip. Elettronica Informazione e Bioingegneria (DEIB)
Politecnico di Milano, Italy

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OnTheMove2015

  • 1. PiE – Processes in Events: Interconnections in Ambient Assisted Living Monica Vitali, Barbara Pernici Dip. Elettronica Informazione e Bioingegneria (DEIB) Politecnico di Milano, Italy
  • 2. MOTIVATION Cooperating organizations act separately, but data used by the processes are not independent. ISSUE Hidden relations between business processes of different organizations affect the global result. GOAL To Identify and discover interconnections between business processes in an event enriched environment (PiE). To acquire knowledge about the global process and conduct advanced process analysis.
  • 3. PiE - Scenario Organization 1 Event Pool Organization 2
  • 4. PiE - Scenario Organization 1 Event Pool Organization 2
  • 5. PiE - Scenario Organization 1 Event Pool Organization 2 How processes of different organizations interact? How the environment affects the processes?
  • 6. Events An Event is the record of an interesting fact detected in the observed environment. It is defined by a content, a type, and a timestamp. CATEGORIES Process Events generated during the execution of a process. They can be mapped to the execution of an activity. Environmental Events generated by sensors in the environment. Indirectly related to processes.
  • 8. Multiple Process Annotation STEP 1: Events to Processes mapping
  • 9. Multiple Process Annotation STEP 2: Events correlation discovery
  • 10. Multiple Process Annotation STEP 3: Process to Process interconnection
  • 11. PiE Application to AAL Social Care Health Care Operator Recipient Event Pool
  • 16. PiE Application to AAL Events pool
  • 17. PiE Application to AAL T2 T1 Events pool T8 T9 T1 Operator entrance T2 Operator exit T8 Subject fall T9 Subject immobility
  • 18. PiE Application to AAL T3 T2 T1 T4 T5 T6 T7 Events pool T8 T9 T1 Operator entrance T2 Operator exit T3 Service registration T4 Expense report T5 Drug report T6 Payment emission T7 Week plan creation T8 Subject fall T9 Subject immobility
  • 19. PiE Application to AAL T3 T2 T1 T4 T5 T6 T7 Events pool T8 T9 T1 Operator entrance T2 Operator exit T3 Service registration T4 Expense report T5 Drug report T6 Payment emission T7 Week plan creation T8 Subject fall T9 Subject immobility
  • 20. PiE Application to AAL T3 T2 T1 T4 T5 T6 T7 Events pool T8 T9 T1 Operator entrance T2 Operator exit T3 Service registration T4 Expense report T5 Drug report T6 Payment emission T7 Week plan creation T8 Subject fall T9 Subject immobility
  • 21. PiE Application to AAL T3 T2 T1 T4 T5 T6 T7 Events pool T8 T9 T1 Operator entrance T2 Operator exit T3 Service registration T4 Expense report T5 Drug report T6 Payment emission T7 Week plan creation T8 Subject fall T9 Subject immobility
  • 22. PiE Analysis Discovered relations can be exploited for mining information about processes execution. General Analysis … conformance and coverage of process activities Use-case specific information answer question about the execution of the global process Which are the assistance activities followed by the production of  a report? How many activities require a payment and how  often they are executed? Which is the average duration of the  cleaning and dressing activities for a specific subject? Is it  regular? Does it change with operator? Is it in line with  the duration of the same activities on other subjects?  Which is the average cost of the grocery shopping for a specific  subject and from what this cost is dependent?
  • 23. Future Steps Promising preliminary results. We plan to: validate the PiE methodology in a complex real case study implement a tool for automatic execution of process analysis apply PiE to other fields involving interacting processes and IoT devices
  • 24. PiE – Processes in Events: Interconnections in Ambient Assisted Living Monica Vitali, Barbara Pernici Dip. Elettronica Informazione e Bioingegneria (DEIB) Politecnico di Milano, Italy