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Ambient Intelligence (AmI)
Definition
Ambient
Relating to the immediate surroundings of something.
Intelligence
The ability to acquire and apply knowledge and skills.
Ambient intelligence (AmI) refers to electronic environments that are
sensitive and responsive to the presence of people.
Ambient intelligence (AmI)
INTRODUCTION
● Ambient intelligence is an emerging discipline that brings intelligence to our
everyday environments and make these environments responsive to us
● Ambient intelligence is a network of hidden intelligent surfaces that
recognize our presence and mould our environment to our immediate needs
● AmI refers to digital environment that is aware of their presence and context
and is sensitive, adaptive and responsive to their needs, habits, gestures and
emotions
History
In,
1988 for 2020
Brain Epstein Eli Zelkha
Ambient Intelligence (AmI)
Ambient Intelligence is based on three technologies:
1. Ubiquitous computing
2. Ubiquitous communication &
3. Intelligent user interface
1.Ubiquitous computing
Ubiquitous computing means integration microprocessors into everyday
objects like furniture, clothes and toys.
Using ubiquitous computing people will not be aware of the presence of
computers, they will be in the background.
.
2.Ubiquitous communication
Ubiquitous communication should enable these objects to communicate with
each other and with the user
3.Intelligent user interface
Intelligent user interface enables the AmI to control and interact with the
environment in a natural (voice, gestures) and personalized way(preference,
context)
Contributing technologies in AmI
1. Sensing
2. Reasoning
3. Acting
Generic archtecture of AmI
Environment Interactions
sensors actuators
middleware
AI reasoning
Knowledge
repository
Discovery and
learning
Desicion makers
Sensing
● A sensor is a device that detects and responds to some type of input from
the physical environment.
● The specific input could be light, heat, motion, moisture, pressure, or any
one of a great number of other environmental phenomena.
● The output is generally a signal
Definition of sensing
It refers to the ability of sensing the surrounding radio environment for having
knowledge of its occupancy.
Sensing
Methods of tracking and
positioning
User location
❖ Sensors in room
❖ Sensing hardware on person
Status tracking
❖ Wearing biometric sensor
❖ Information loaded microchip on cloth
Analysing sensor data
❖ Centralized model
❖ Disributed model
Reasoning
● Sensing and acting provide link between intelligent algorithms and the real
world in which they operate.
● In order to make such algorithms responsive, adaptive and beneficial to
users, a number of reasoning must take place.
Reasonings
➔ User modelling
➔ Activity prediction and recognition
➔ Decision making
➔ Spatial-temporal reasoning
1. User modelling
User modeling is customization and adaptation of systems to the user's
specific needs. Ability to model user behavior
E.g.: Multi-agent Smart User Model Architecture
● Static user model – the basic pattern, once the main data has been
gathered it normally would not change again.
● · Dynamic user model – changes in the user's interests, learning
progress and interactions with the system are noticed and influence the
user model.
● · Stereotype base user model – information is being gathered,
classifying users into classes with the same stereotypes, then the system
adapts to this stereotype.
● · Highly adaptive user model – tries to represent one particular user
therefore allowing a very high adaptivity of the system. This model
requires a lot of information first.
2. Activity prediction and recognition
● Ability to predict and recognize activities that occur in AmI
● Predicting resident locations, and even resident actions, allows the AmI
system to anticipate the resident’s needs and assist with performing the
action
3. Decision making
● Automatic decision making and control techniques are available
4. Spatial-temporal reasoning
● For a system to take sensible decision it has to be aware of where the user
and what is he doing.
● These insights together with other information, provide important clues on
the type of activities the user is engaged in and the most adequate answer
Acting
Intelligent and assistive devices provide a mechanism by which AmI can
execute actions and affect the system users
Human computer interaction
AmI should be made easy to live
So need to define human-centric computer interface, that are
➢ Context awareness
➢ Natural interface
Context awareness
● Context awareness is a key to building AmI and associated applications.
● Context awareness is tracking the state of the user and the characteristics
of the environment with emerging technologies.
● With this information they can intelligently take decision
Eg: Aware home
Natural interface
The technologies including
- Motion tracking
- Gesture recognition
- Face expression recognition
- Emotion recognition
- Speech processing and
- Even whistle processing
Facilitate natural interactions with intelligent environments
Technical features
Low cost
No need of hard disk requirements that general purpose computers have
High bandwidth
Have enough network bandwidth to allow the communication between the
different devices that are used
continue...
Invisible file system
Users should be able to access to data without knowing specific location or
format.
Personalize information
Every time a new person joins a community his/her personal profile needs to be
added to every device.
continue….
Privacy issues
- System can record the actions of the user, their preferences, their locations
- Other people can access to these data
- We can use infrared or wireless radio communication encryption to ensure
security
- But, that is against the limited bandwidt of these technologies
Privacy and security challenges
1. Ami offers great benefits to user by customizing their environments and
meeting their needs
2. It gives more control to humans by making their environments more
responsive to intended actions, and reducing the physical effort
3. At the same time it can take away control when the environment performs
the wrong action.
continue...
4. AmI technologies can raise issues at sensor level, sensor reliability, handling
errors, and installation errors can create security risks.
5. To ensure security the designer must consider these factors together with
sensor communication channel reliability and security, and sensor data security
AmI Applications
SMART HOMES
AmI is allowing the home itself to possess intelligence and make decisions
regarding its state and interactions with its residents.
AmI Applications
HEALTH RELATED APPLICATIONS
Hospitals can improve the efficiency of their services by monitoring patients’
health and progress by performing automatic analysis of activities in thier
rooms
AmI Applications
EDUCATION SERVICES
Education related institutions may use technology to create smart classrooms
where the modes of learning are enhanced
AmI Applications
EMERGENCY SERVICES
Safety related services like fire brigades can improve the reaction to a hazard
by locating the place more efficiently and also by preparing the way to reach
the place in connection with street services.
Ongoing challenges
1. Battery for the sensors
2. Model multiple residents in an environment
3. To design self testing and self repairing AmI software
4. Issues related to security and privacy for AmI systems
Conclusion
Ambient intelligence is establishing fast as an area to help society through
technology.
There are still many challenges and improvements are needed.
Ambient intelligence system will be useful to society and also make our lives
easy.
THANK YOU
Joshua Simon
joshsm097@gmail.com
joshuasimon97.wordpress.com
joshuasimon97.blogspot.in

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Ambient intelligence

  • 2.
  • 3.
  • 5. Definition Ambient Relating to the immediate surroundings of something. Intelligence The ability to acquire and apply knowledge and skills.
  • 6. Ambient intelligence (AmI) refers to electronic environments that are sensitive and responsive to the presence of people. Ambient intelligence (AmI)
  • 7. INTRODUCTION ● Ambient intelligence is an emerging discipline that brings intelligence to our everyday environments and make these environments responsive to us ● Ambient intelligence is a network of hidden intelligent surfaces that recognize our presence and mould our environment to our immediate needs ● AmI refers to digital environment that is aware of their presence and context and is sensitive, adaptive and responsive to their needs, habits, gestures and emotions
  • 10. Ambient Intelligence (AmI) Ambient Intelligence is based on three technologies: 1. Ubiquitous computing 2. Ubiquitous communication & 3. Intelligent user interface
  • 11. 1.Ubiquitous computing Ubiquitous computing means integration microprocessors into everyday objects like furniture, clothes and toys. Using ubiquitous computing people will not be aware of the presence of computers, they will be in the background. .
  • 12. 2.Ubiquitous communication Ubiquitous communication should enable these objects to communicate with each other and with the user
  • 13. 3.Intelligent user interface Intelligent user interface enables the AmI to control and interact with the environment in a natural (voice, gestures) and personalized way(preference, context)
  • 14. Contributing technologies in AmI 1. Sensing 2. Reasoning 3. Acting
  • 15. Generic archtecture of AmI Environment Interactions sensors actuators middleware AI reasoning Knowledge repository Discovery and learning Desicion makers
  • 16. Sensing ● A sensor is a device that detects and responds to some type of input from the physical environment. ● The specific input could be light, heat, motion, moisture, pressure, or any one of a great number of other environmental phenomena. ● The output is generally a signal
  • 17. Definition of sensing It refers to the ability of sensing the surrounding radio environment for having knowledge of its occupancy.
  • 18. Sensing Methods of tracking and positioning User location ❖ Sensors in room ❖ Sensing hardware on person Status tracking ❖ Wearing biometric sensor ❖ Information loaded microchip on cloth Analysing sensor data ❖ Centralized model ❖ Disributed model
  • 19. Reasoning ● Sensing and acting provide link between intelligent algorithms and the real world in which they operate. ● In order to make such algorithms responsive, adaptive and beneficial to users, a number of reasoning must take place.
  • 20. Reasonings ➔ User modelling ➔ Activity prediction and recognition ➔ Decision making ➔ Spatial-temporal reasoning
  • 21. 1. User modelling User modeling is customization and adaptation of systems to the user's specific needs. Ability to model user behavior E.g.: Multi-agent Smart User Model Architecture
  • 22. ● Static user model – the basic pattern, once the main data has been gathered it normally would not change again. ● · Dynamic user model – changes in the user's interests, learning progress and interactions with the system are noticed and influence the user model. ● · Stereotype base user model – information is being gathered, classifying users into classes with the same stereotypes, then the system adapts to this stereotype. ● · Highly adaptive user model – tries to represent one particular user therefore allowing a very high adaptivity of the system. This model requires a lot of information first.
  • 23. 2. Activity prediction and recognition ● Ability to predict and recognize activities that occur in AmI ● Predicting resident locations, and even resident actions, allows the AmI system to anticipate the resident’s needs and assist with performing the action
  • 24. 3. Decision making ● Automatic decision making and control techniques are available
  • 25. 4. Spatial-temporal reasoning ● For a system to take sensible decision it has to be aware of where the user and what is he doing. ● These insights together with other information, provide important clues on the type of activities the user is engaged in and the most adequate answer
  • 26. Acting Intelligent and assistive devices provide a mechanism by which AmI can execute actions and affect the system users
  • 27. Human computer interaction AmI should be made easy to live So need to define human-centric computer interface, that are ➢ Context awareness ➢ Natural interface
  • 28. Context awareness ● Context awareness is a key to building AmI and associated applications. ● Context awareness is tracking the state of the user and the characteristics of the environment with emerging technologies. ● With this information they can intelligently take decision Eg: Aware home
  • 29. Natural interface The technologies including - Motion tracking - Gesture recognition - Face expression recognition - Emotion recognition - Speech processing and - Even whistle processing Facilitate natural interactions with intelligent environments
  • 30. Technical features Low cost No need of hard disk requirements that general purpose computers have High bandwidth Have enough network bandwidth to allow the communication between the different devices that are used
  • 31. continue... Invisible file system Users should be able to access to data without knowing specific location or format. Personalize information Every time a new person joins a community his/her personal profile needs to be added to every device.
  • 32. continue…. Privacy issues - System can record the actions of the user, their preferences, their locations - Other people can access to these data - We can use infrared or wireless radio communication encryption to ensure security - But, that is against the limited bandwidt of these technologies
  • 33. Privacy and security challenges 1. Ami offers great benefits to user by customizing their environments and meeting their needs 2. It gives more control to humans by making their environments more responsive to intended actions, and reducing the physical effort 3. At the same time it can take away control when the environment performs the wrong action.
  • 34. continue... 4. AmI technologies can raise issues at sensor level, sensor reliability, handling errors, and installation errors can create security risks. 5. To ensure security the designer must consider these factors together with sensor communication channel reliability and security, and sensor data security
  • 35. AmI Applications SMART HOMES AmI is allowing the home itself to possess intelligence and make decisions regarding its state and interactions with its residents.
  • 36. AmI Applications HEALTH RELATED APPLICATIONS Hospitals can improve the efficiency of their services by monitoring patients’ health and progress by performing automatic analysis of activities in thier rooms
  • 37. AmI Applications EDUCATION SERVICES Education related institutions may use technology to create smart classrooms where the modes of learning are enhanced
  • 38. AmI Applications EMERGENCY SERVICES Safety related services like fire brigades can improve the reaction to a hazard by locating the place more efficiently and also by preparing the way to reach the place in connection with street services.
  • 39.
  • 40.
  • 41. Ongoing challenges 1. Battery for the sensors 2. Model multiple residents in an environment 3. To design self testing and self repairing AmI software 4. Issues related to security and privacy for AmI systems
  • 42. Conclusion Ambient intelligence is establishing fast as an area to help society through technology. There are still many challenges and improvements are needed. Ambient intelligence system will be useful to society and also make our lives easy.
  • 43.