Difference between revisions of "Industrial Applications of Self-organizing Systems"
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===What is missing?=== | ===What is missing?=== | ||
| − | |||
* Research is there; sometimes too advanced | * Research is there; sometimes too advanced | ||
| − | * Communication between | + | * Assurance of method properties is a necessary prerequisite for application of SOS methods in industrial products/settings |
| + | * Clear understanding on the application of self-organizing principles to the specific application | ||
| + | ** internet-based applications: interaction between human self-organization and overlay network self-organization | ||
| + | ** vehicular communications: micro-macro dependencies | ||
| + | ** future wireless networks: self-organization of heterogeneous networks | ||
| + | ** smart grid: self-organization up to a point, but needs to be able to react to severe oscillations | ||
| + | * Communication between industrial and academic needs to be improved | ||
** Research Days | ** Research Days | ||
* Open questions: | * Open questions: | ||
** Who is control up to in the end? | ** Who is control up to in the end? | ||
** Timeliness and external constraints (regulation) | ** Timeliness and external constraints (regulation) | ||
| − | + | * Assurances that self-organising behaviour works | |
| + | ** Formal proofs, formal assurances, safety | ||
| + | ** We cannot give this at the micro level, so provide macro-level behaviour assurances | ||
| + | * Need for Education - Training | ||
| + | ** Change the way of thinking | ||
| + | ** Eg. Stability may not be ensured, but the system works | ||
| + | ** Provide the engineers with a black box that “works” at the macro-level | ||
| + | * Industry should give it a try | ||
| + | * Learning by doing (improve the way we show it works) | ||
| + | * Design Patterns (describing problems) | ||
| + | * To make things work, we need to start applications from scratch with self-org techniques to achieve the same functionality | ||
| + | ** (eg. Traffic control, computers) | ||
===Success stories=== | ===Success stories=== | ||
*LTE?! | *LTE?! | ||
*Power distribution | *Power distribution | ||
| + | *Internet-based industrial applications | ||
| + | *Vehicular networking | ||
| + | *Honey Bees derived algorithm. | ||
| + | ** Used for aggregating robots with low computational power to find lightspot on the table | ||
| + | ** Experiments and simulations | ||
| + | ** The bio-inspired code is "superior" to traditional code as it allows adaptation (e.g. to obstacle, many light sources) without further modifications. | ||
| + | ** Problem: not possible to guarantee that it will work | ||
| + | ** Engineers do not like this | ||
| + | * Internet: not perfect but we accept this. | ||
| + | |||
| + | ===Self-Organisation may not apply everywhere=== | ||
| + | * The car is not complex but complicated, and we don't necessarily need self-organisation for the car | ||
| + | * There are applications where self-organisation does not apply | ||
| + | |||
| + | ===Where to use self-organisation?=== | ||
| + | * Lower-level parts are built traditionally following traditional engineering principles | ||
| + | * Higher-level system follows self-organisation principles | ||
| + | ** Ex. Individual displays, computer, keyboard work, together they follow a self-org approach | ||
| + | ** Car traffic control | ||
| + | * For systems where we can accept impreciseness (eg. Wikipedia), we gain more – acceptance of uncertainty | ||
| + | * When there is uncertainty, unforeseen situations | ||
Latest revision as of 08:56, 12 July 2011
Contents
Task description
- Discuss the need for self-organizing systems in industrial applications
- Give examples of success stories/potentials
- What is missing to "make things work"?
Results
Industrial View
- Collaboration has to improve the Business Case
- Return on investment
- Someone has to pay for it
- Add value
- Who is in control up to in the end?
Basis for collaboration
- Bring together industry and academia
- Two different languages
- Partnerships
- Early transfer to the industry
- NOTE: easier to justify than in the industry
- Present a benefit to the industry: way to make money
- New concepts difficult to accept; conservativeness
- Common set of working assumptions
- The power of a business plan
- Do not switch research agenda
What is missing?
- Research is there; sometimes too advanced
- Assurance of method properties is a necessary prerequisite for application of SOS methods in industrial products/settings
- Clear understanding on the application of self-organizing principles to the specific application
- internet-based applications: interaction between human self-organization and overlay network self-organization
- vehicular communications: micro-macro dependencies
- future wireless networks: self-organization of heterogeneous networks
- smart grid: self-organization up to a point, but needs to be able to react to severe oscillations
- Communication between industrial and academic needs to be improved
- Research Days
- Open questions:
- Who is control up to in the end?
- Timeliness and external constraints (regulation)
- Assurances that self-organising behaviour works
- Formal proofs, formal assurances, safety
- We cannot give this at the micro level, so provide macro-level behaviour assurances
- Need for Education - Training
- Change the way of thinking
- Eg. Stability may not be ensured, but the system works
- Provide the engineers with a black box that “works” at the macro-level
- Industry should give it a try
- Learning by doing (improve the way we show it works)
- Design Patterns (describing problems)
- To make things work, we need to start applications from scratch with self-org techniques to achieve the same functionality
- (eg. Traffic control, computers)
Success stories
- LTE?!
- Power distribution
- Internet-based industrial applications
- Vehicular networking
- Honey Bees derived algorithm.
- Used for aggregating robots with low computational power to find lightspot on the table
- Experiments and simulations
- The bio-inspired code is "superior" to traditional code as it allows adaptation (e.g. to obstacle, many light sources) without further modifications.
- Problem: not possible to guarantee that it will work
- Engineers do not like this
- Internet: not perfect but we accept this.
Self-Organisation may not apply everywhere
- The car is not complex but complicated, and we don't necessarily need self-organisation for the car
- There are applications where self-organisation does not apply
Where to use self-organisation?
- Lower-level parts are built traditionally following traditional engineering principles
- Higher-level system follows self-organisation principles
- Ex. Individual displays, computer, keyboard work, together they follow a self-org approach
- Car traffic control
- For systems where we can accept impreciseness (eg. Wikipedia), we gain more – acceptance of uncertainty
- When there is uncertainty, unforeseen situations
