Millennium Bridge Thermal Interactive

‘A Day in the Life of the Millennium Bridge’ by Joseph Giacomin was a collaboration between myself, Joseph and Kaveh Shirdel as part of the new exhibition in Arup Phase 2 called Bridge Stories.

bridges on the move

They say:

“The works in this exhibition celebrate the last half century of bridge projects and the engineering that has made them possible. They also show how the use of film and photography has changed since the first decades of Ove Arup and Partners – founded in 1946.”

In this guest posting Joseph describes the story behind the thermal imaging.

Millennium Bridge Story

Cold blue and hot red: can thermal photography help the Millennium Bridge to reveal itself? Does enhanced perception tell us a different story from the obvious, the everyday, the one which we already know?

A thermal journey across the Millennium Bridge reveals a strange new perceptual stage in which the “things in themselves” occupy unexpected places and exhibit unexpected shapes and colours. Parts of the bridge, parts of the city and parts of the people suddenly appear strange and unexpected. The metal supports of the bridge cool in the wind while the solid masonry foundations stubbornly retain their heat. People appear as bright glowing light bulbs, centres of heat, moving over and around the bridge in their living, unmechanical, way. Interaction occurs, with people imprinting their life force on the bridge through heat transfer from direct contact. The dome of St. Paul’s cathedral glows red as its lead covering heats in the afternoon sunlight. London’s masonry and glass glow.

To thermal eyes the Millennium Bridge reveals a new version of its story. This exhibition provides many views, and thus many stories, which are told through thermal photography. Often seen as technical tools, thermal imaging cameras can also act as translators between ourselves and our physical world, expressing sensations which cannot be stated in words, and capturing photographic insights which are lost in the visual spectrum due to clutter, confusion and overwhelming detail.

Thermal photography helps to reveal a secret life of Millennium Bridge, that of heat and energy. The choreography of sun, wind, materials, physics and living creatures is revealed to thermal eyes, and the many secret stories of everyday bridge life are told from a different perspective and a different point of view. Stability and motion, man and nature, routines of everyday life, all these plots and more are acted on the thermal stage which is Millennium Bridge.

Guide to the Thermal Images

The thermal images of this exhibition all 320X240 pixel JPEG images shot using a 60 Hz thermal imaging camera which was similar in appearance to a camcorder. Since such cameras measure a property, temperature, which is not part of the visible light spectrum, pseudo-colour was used to indicate the variations in temperature. The pseudo-colour scheme adopted was bright red-orange for the hottest temperature found in the individual image while dark blue was used for the coolest. Since the pseudo-colour scheme was normalised for each image individually, the same colour can indicate different temperatures when appearing in different images. For the current exhibition, therefore, colour should be considered to provide a measure of relative temperature rather than of absolute temperature.

Thermal imaging, or, more precisely, infrared thermography, consists of measuring the infrared radiation of the electromagnetic spectrum from approximately 900 to 14,000 nanometres of wavelength. Infrared radiation is one region of the electromagnetic spectrum, other regions being for example those of the gamma rays, x-rays, ultra violet light, visible light and radio waves. Infrared radiation is emitted by all objects and the amount of emitted radiation increases with increases in the temperature of the object. The temperatures which can be measured by means of a modern thermal imaging camera are normally from approximately -50 °C to 2,000 °C.

Infrared radiation is measured using a thermal camera in much the same way that visible light is measured using a digital camera. However, while digital cameras use a Charge Coupled Device (CCD) or a Complementary Metal Oxide Semiconductor (CMOS) sensor, thermal imaging is based on the use of focal plane array (FPA) sensors which respond to the longer wavelengths of the infrared region of the electromagnetic radiation. Given the complexity of the FPA sensors, the maximum resolution which can currently be achieved is lower than that of CCD or CMOS sensors. Most thermal imagining cameras have the relatively low resolutions of 160×120 pixels or 320×240 pixels, with the most expensive current models reaching 640×512 pixels.

While the amount of thermal radiation depends greatly on the surface temperature of the object which is being measured, the surface temperature is not the only factor involved. Other factors which effect the measurement include the emissivity of the object which is being captured, the amount of radiation arriving from the surrounding environment and the atmospheric absorption between the radiating object and the thermal imaging camera. Emissivity and atmospheric absorption thus affect the measured temperatures, and if not carefully compensated at the time of each measurement can lower the accuracy of the temperature values.

Of the factors effecting the accuracy of thermal images, the biggest is the emissivity, meaning the ability of the object’s material to emit thermal radiation. Every material has an emissivity value which is in the range from 0.0 (no ability to emit thermal energy) to 1.0 (complete emission of all thermal energy). In addition, the emissivity value is not a fixed value for most materials, but is actually a continuous function of the temperature. Given the complex physics, the maximum theoretical measurement accuracy of a thermal camera is achieved only when the emissivity value of the object which is being studied is known or when the camera can be calibrated on-sight against a known reference source of thermal radiation. In the case of the images found in this exhibition, the camera was set to run using a stored internal emissivity table, thus the camera was not calibrated for each shot so as to achieve the maximum possible accuracy.

Joseph Giacomin, Oct 2010

[If you like these images, you may also be interested in his new book "Seeing the World Through 21st Century Eyes"]

An online gallery of the photos is available and once the installation is complete more photos will be uploaded to the gallery.

And finally, it’s almost 10 years old, but still fascinating to watch, a video shot during testing of the Millennium Bridge where the footfall of 2000 members of the public was being monitored against the Synchronous Lateral Excitation of the bridge.

Millennium Bridge from Duncan Wilson on Vimeo.

And one from the local news on the opening day…

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IoT Expert Group

Internet of things expert group mtg

For the past couple of days I have been in Brussels at the first meeting of the Internet of Things Expert Group. Introduced by Gerald Santucci and hosted by Manuel Mateo from EC DG INFSO the meeting introduced the background to the group and actions needed going forward. The focus of the group is to deliver policy recommendations to EU in 2 years time. The group has been established as a result of a previous expert group on RFID (2007-2009). It has stakeholders from a diverse range of industries (see list at bottom) and a framework for discussion has been presented as a result of EC research on this theme over past 5 years. The main action points include:

- governance (how is identification structured, who assigns ID, who is accountable, what decentralised architecture, socio economic implications such as access and exclusion)

- privacy and protection of personal data (communications on trust and privacy, “right to silence the chips”, “privacy by design” ie one of the primary technology blocks from outset not added in as required functionality later)

- trust, acceptance and security [individual | business] (following ENISA work on identification of risks)

- standardization (extend existing to cover IoT, develop / extend new given emerging IoT)

and the group will also:

- feed opinion into FP7 projects and CIP’s for innovation / pilot projects

- institutional awareness – inform other European institutions about IoT

- international dialogue – japan, china, korea, usa

- waste – pros and cons in recycling process

- focus on development – monitoring introduction of IoT tech (Eurostat starting to monitor)

On the latter point a comment was made on how to measure the output – there are many Smart Cities emerging but how do we assess or measure the resultant interventions. Given that comparitive assessment is hard (e.g. Santander vs Amsterdam, London vs Melbourne) what metrics should we use?

Organisations represented in the Expert Group:

ETSI European Telecom Stds Inst

CEN European committee for standardisation

EPOSS European Tech Platform on Smart Systems Integration

EUROCITIES

UEAPME European assoc of Craft and SME’s

EDPS European data protection supervisor

ERTICO Intelligent Trans Sys and Services for Europe

TechAmerica

ENISA European Network and Info Security Agency

SICS Swedish Inst of Comp Sci

EuroCommerce

COCIR European Coord Committee of Radiological, Electromedical and Healthcare IT industry

ETUC European trade union confederation

PRESCIENT

Article 29 Working Party on Data Protection

ANEC European Consumer Voice in Standardisation

Fraunhofer IML

GS1

BSI Federal Office for Information Security

ESIA European Semiconductor Industry Assoc

Sensor Universe

European Digital Rights

CONET Cooperating objects network of Europe

ONCE Organizacion Nacional de Ciegos Espanoles

BEUC European Consumers Organisation

ERRT European Retail Round Table

Business Europe

CNRFID Centre National RFID

Internet of Things Council

Council of European National Top Level Domain Registries

ETNO European Telecom Network Operators Assoc

IERC IoT European Research Cluster

Universitat Zurich (UZH)

IPSO Alliance

ECTP European Construction Technology Platform

Information of interest which I can share as I travel through this project will be tagged on delicious.

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SmartSantander

smartsantander.jpg

Today i was at the kick off meeting for an interesting EU funded project called SmartSantander. It builds on the work of a couple of previous European projects in the “future internet” domain including Sensei which completes at the end of this year. The project overview is:

“SmartSantander proposes a unique city-scale experimental research facility in support of typical applications and services for a smart city. Tangible results are expected to greatly influence definition and specification of Future Internet architecture design from viewpoints of Internet of Things and Internet of Services. This unique experimental facility will be sufficiently large, open and flexible to enable horizontal and vertical federation with other experimental facilities and stimulates development of new applications by users of various types including experimental advanced research on IoT technologies and realistic assessment of users’ acceptability tests.”

I am on the advisory group so not directly involved in the project however it was refreshing to here that as part of the testing of the “platform” they are going to run two open calls for applications to be built in Santander using their kit – watch this space, or if you have ideas you would like to test on a live platform get in touch.

The project team is quite heavy on technical skills, which is probably not surprising nor a bad thing given the technical challenges ahead, but they have a narrow window at the start to define some really compelling use cases situated in the context that is Santander. The risk is they will have the tech platform but no app (lots of balls but no one to play with). They do have designers and anthropologists on the team and the local council / mayor and regional development agency are involved, so chance of success is probably higher than usual.

The facility will comprise of more than 20,000 sensors and there is talk of a 61km backbone network being built along the roads of the city. The city of Santander has full support from the regional Government of Cantabria with real cash contribution of 500,000 €. Also of note is Santander is bidding to be the 2016 Cultural Capital of Europe.

More information is on the project website, facebook and twitter.

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TED Global 2010

After last years experience at TED I really wish this post was coming from me, but instead it is coming from our TED Global competition winner Salomé Galjaard.

While most people buy tickets for TED more than a year in advance, I only learned that I was going two weeks before the start of the event. By winning a ticket in an internal Arup competition, I got the opportunity to experience TED in real time, after seeing many of the presentations online. On Monday 12 July, there was an Arup tour through London that people could sign up to and that lead us the Royal Courts of Justice, the Darwin Centre and the Royal Albert Hall: a great way for a group of international TED visitors to already get to know each other.

biggest moth - Natural History Museum

When arriving in Oxford the same evening, the TED atmosphere was already present: hundreds of interesting people gathered, dying to get to know each other and share ideas. It was almost impossible to stop for a minute and think (and have some dinner) since there would always be someone who recognized you from the online attendees list, who was secretly trying to read your badge or who just came up to you for a chat. To me, this was really the most impressive part of TED: all these people that are truly interested, who have amazing stories to tell and who are an wonderful source of inspiration. It was, from the beginning on, truly a mind blowing experience. And the presentations didn’t even started yet!

Marcel Dicke - eating insects

Tuesday began with TEDUniversity, in which people who were not one of the main presenters got the chance to tell their story and share their ideas. Chris Luebkeman was one of them, with a story about context, and it got a lot of positive responses!

The afternoon started off with the first of an enormous amount of TED lectures. The dozens of talks were divided into 12 groups and would continue until Friday afternoon. The sessions were called for example ‘Found in Translation’ featuring data journalist David McCandless, ‘Human System’ featuring Matt Ridley describing what happens When ideas have sex, and the research of Tan Le who can learn a computer what our brainwaves mean (very useful to control for example an electric wheelchair).

All these presentations, and hopefully also the musical performances will be released on the TED website in the coming year.

Neil Gerschenfeld - Fabrication pioneer Peter Eigen - Transparency International Sheryl WuDunn - Women's Right advocate

Even though the TED-blues hit me pretty hard (as predicted by the organisation) I already know this has been a life changing event. The coming months will probably be spend on digesting everything I heard and experienced, which will definitely influence not only my personal life, but also my work at Arup. Take for example the story of Mohammed from Bangladesh: he has been invited as a TEDFellow (people who are doing extraordinary things, often in developing countries) to come to Oxford. He told me that the government has come up with the most horrible urban plan for his home town. It means that there will be too little space for everyone, no place for nature or good public transport. On his own, he’s on a mission to come up with a better plan. He has launched an international design competition and will fight the authorities wherever he can to keep his city liveable. I believe that Arup can help him: not necessarily with money, but maybe with good advice and some local support.

Prison Royal Courts of Justice

Hopefully I will be able to help Mohammed, not only because his website could use some help from an interaction designer, but also by linking him to people within Arup.

I must admit though that some of my time will also be spend on figuring out how I can be a part of the TED-family again next year.

Many thanks Arup!

Salomé Galjaard.

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Web of Light

Last week I attended a small gathering at Philips Design to workshop ideas for a public lighting scheme in Eindhoven.

Strijp S

The most important aspect of the Web of Light workshop for me was the focus on the motivation for installing any of the multitude of technology wizardry available. The question “Why?” took us beyond the functional aspects of safety and security or the aesthetic art installations, and forced us to think about the different community perspectives that “public light” could play in creating stimulating urban environments.

The discussions through the day meandered between different ideas but the three themes we presented at the end encapsulate the major themes of: creating interventions to encourage the digital natives to interact in public spaces (a positive take on hanging around on street corners); encouraging community interaction through creating desirable shared public spaces (a midnight urban farm was proposed as a vehicle for productive light and a beacon(s) of activity); and the idea of displaying the inputs and outputs of the creative community at Strijp S (the new smoke stacks).

Looking forward to seeing how these ideas develop both in terms of creating useful applications and in the technology backbone to be delivered (66 acres of individually addressable LEDs). [Note: one route to next steps will be through a design challenge for the Hot100 at PICNIC 2010]

Strijp S

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Ove Arup Key Speech

It is 40 years today since Ove Arup presented the “Key Speech” in Winchester. I can remember reading it in late 1999 before I joined the firm and cynically thinking what a great leaders pitch. But within a year, and maybe through working on projects like the wobbly bridge, I observed that most of what he wrote is actually embedded in the culture of Arup.

Below are the aims (A), means (C) and results (B) which I find useful when trying to explain to others how the firm is organised. I try to avoid describing the matrix structure, or the markets, practices and businesses since I am not sure if that makes sense to others. But the points below give a sense of the song we sing as we head off on our daily endeavor.

A – The main aims of the firm are:

  1. Quality of work
  2. Total architecture
  3. Humane organisation
  4. Straight and honourable dealings
  5. Social usefulness
  6. Reasonable prosperity of members.

B – If these aims could be realised to a considerable degree, they should result in:

  1. Satisfied members
  2. Satisfied clients
  3. Good reputation and influence.

C – But this will need:

  1. A membership of quality
  2. Efficient organisation
  3. Solvency
  4. Unity and enthusiasm.

Item A2 is probably very familiar to people in this century, but is one of the fundamental ways of working that has led to Arup organically growing to our position today:

The term ‘Total Architecture’ implies that all relevant design decisions have been considered together and have been integrated into a whole by a well organised team empowered to fix priorities. This is an ideal which can never – or only very rarely – be fully realised in practice, but which is well worth striving for, for artistic wholeness or excellence depends on it, and for our own sake we need the stimulation produced by excellence.

I like the Douglas Adams quote:

Anything that is in the world when you’re born is normal and ordinary and is just a natural part of the way the world works. Anything that’s invented between when you’re fifteen and thirty-five is new and exciting and revolutionary and you can probably get a career in it. Anything invented after you’re thirty-five is against the natural order of things.

This speech was written before I was born and reflects what is normal in the way my world works [sometimes].

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Pervasive 2010 Helsinki

Gonzalo had a demo of his UCL / Arup CASE research at Pervasive this year and I was presenting at a workshop on “Energy Awareness and Conservation through Pervasive computing”. We had great feedback on the ambient displays with several requests for others to use the devices as communication media on their own projects. Next steps will be to make robust units with doorways into different datasets (e.g. resource use at Arup offices).

place stats on flickr

Place stat* demo

The workshop was an interesting mix of researchers but heavily focused on the domestic energy monitoring market which was a shame since i think pervasive computing has much to offer the commercial / public building space and will probably have a greater impact than the domestic. Notes are at the bottom of this post but of interest was the use of social norms to influence behaviour, the use of REST to interface data and the lack of looking at patterns in the data to understand meaning. All three of which are areas we are looking at with the internal “Seewatt” research project.

Also of interest was the keynote by Henry Tirri SVP and Head of Nokia Research – which had two key take-aways:

- 4.6 billion users of mobile services, 1.6 billion have bank accounts – what do the other 3 billion do? the demand for banking services via telcos in growth markets. I had heard this anecdotaly but the numbers referenced were very significant.

- on the issues of understanding energy management on mobile devices where transmission is major energy expense ie use cached local version or continually pull from cloud – the future is not about bandwidth or cost but the availability of energy to sustain device use. Whilst he side stepped the question on the commercial drive to get users to replace handsets on 2 year cycles it was interesting that they recognise the benefit in the research community developing methods for continually trying to use less resource.

And finally a great video from the conference on the Formamat project at: http://formamat.com/

Links at http://delicious.com/djdunc/pervasive2010

Photos on flickr http://www.flickr.com/photos/pseudonomad/tags/pervasive2010/

Notes from WP2 – Energy Awareness and Conservation through Pervasive computing

Andreas – Cyprus – interacting with smart meters using REST principles – using Web Application Description Language (WADL) to describe services. Using TinyOS nodes to simulate energy meters. http://www.webofthings.com/energievisible/

James Scott – Microsoft Research Cambridge – predicting occupancy to control heating and cooling of domestic properties – measured temp on boiler, outside and on at thermostat + using GPS to predict arriving home. Debate – INFORM OR CONTROL?

Jon Bird (Yvonne Rogers) – Open University – CHANGE project – http://www.changeproject.info, Tidy St (Brighton), “social norms” (life of brian – we are all individuals – i am not) boomerang affect – people gravitate towards the average – ie if they were below the average they tend up towards it – research done on beer consumption in US. Tidy St – displaying energy use of each house in the street – they liked the idea initially but then got slightly uncomfortable. http://www.caniturniton.com a project which says if the national grid is under stress or not (a one pound circuit will tell you the current frequency – also http://www.dynamicdemand.co.uk/). So compare national demand with tidy street average.

Jorn – Fachhochschule – matrix of types of usage (info, advice, automation) and data aspects (data sources, processing, interface, control / sharing)

Tatsuo – Waseda Uni – EcoIsland, game play to involve participants. Users add their behaviours and get recommendations for how to reduce resource use (from Japanese gov list of activities). Being used in 7 houses / families.

Matthias – Fraunhofer – energy awareness and self awareness – took measurements from an office / home and then asked inhabitants to review and describe their behaviour during that period. Not the graphs, it is understanding the graphs that is important – the behaviour. About events that occur not the readings themselves (the kink in the curve).

Karthikeya – School of Art and Design, Aalto Uni – Helsinki Energy Informer – video record usage of light switches (to see which ones were on) to monitor the use of lights in an office space – usage sent back to inhabitants via text. Drop in usage between 1st and 2nd week of trial “due to Hawthorn effect” of people being monitored. More activity in use of light switch in second week.

Daphne – TUDelft – a community based approach for engagement. http://www.livvinggreen.eu/ – changing beliefs, incentives, education, community mgt (Gardner & Stern 1996) – focus here on latter, community mgt.

Jorge Zapico – KTH – http://www.sustainablecommunications.org/ and an interesting hackday output to compare CO2 to other stuff “to try to help people understand what the measurement kg of CO2 means http://carbon.to/ and http://www.jorgezapico.com/

Giulio – Helsinki Inst. for Info Tech – iPhone app to feedback usage of appliances in lab and also survey / quiz to challenge people to think about resource usage BeAware – http://www.energyawareness.eu/

“Cialdini has an interesting take on persuasion” http://en.wikipedia.org/wiki/Robert_Cialdini

“lots of talk about sensing and visualising but not much on data mining and making sense out of the data”

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Jordan – National Campaign for Public Awareness on the Drivers of Change

Half the team have spent this week in Jordan to launch the “National Campaign for Public Awareness on the Drivers of Change”. The patron of the campaign is His Majesty King Abdullah II and our client is HRH Princess Sumaya bint El Hassan, President of EHSC.

Jordan Science Week poster

Royal Scientific Society’s Science Week was themed around “change”

We are advising El Hassan Science City (EHSC) on the design and implementation of the campaign which is going to be delivered by an all Jordanian team. This has been very interesting for us on many levels (the politics, the protocols, the language…) but has also meant that we are developing a process to support the running of Drivers of Change workshops by others. The plan is to run 50-100 workshops with local communities across all levels of Jordanian society from Amman to remote villages in the regions. The objective of this first phase of the campaign is to understand what is driving change in Jordan, what the implications are, and what the government and local communities can do about it – to build a sustainable, positive future for the country.

Translator view of workshop

FB choreographing workshop through translator booth.

As part of the official launch of the campaign we hosted a series of workshops during the Royal Scientific Society’s Science Week to engage key stakeholders, train the campaign team, and trial design elements of the workshops before taking them out into the various communities of Jordan. The four workshops were attended by community partners, ministers, academics and and members of the Royal Scientific Society. Next step will be to deliver the mechanisms for collecting all the data generated in the community engagements, process it, and make it available to the participants and the people of Jordan. There are some really interesting opportunities here for an “open data” project.

iPad in voting at coffee session

Delegates using iPad during coffee breaks.

We also had a really interesting iPad application at the conference to solicit feedback from delegates on what they thought was driving change. The app used the eight sets of DoC cards. We collected over 400 responses with the themes of Water, Energy and Poverty emerging as the primary categories. Next up we will be delving into the data further to identify the specific issues which came out on top.

iPad configured and ready for voting

Screen shots of the iPad application.

The iPad certainly attracted some attention and helped in getting people to play with the voting application but the Jordanian students who were doing the polling did a fantastic job asking delegates for their input. The iPads also ended up on the stage during the opening ceremony with two students presenting HRH with a screen with a “large red button” to start a countdown clock to mark the start of the project.

iPads launch the countdown clock to start the campaign

The launch of the campaign – the countdown clock starts.

More photos on flickr

Press coverage – ‘The 18-month campaign launched yesterday entails holding workshops for citizens from all sectors across the Kingdom including universities, business, banking, civil society, academia, the Jordan Armed Forces, ministries and public agencies among others. “The campaign seeks to increase the involvement of citizens in the decision-making process and start a nationwide debate on issues of top priority to the Kingdom,” Bashir said.’

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User Centred Design for Energy Efficiency in Buildings

I spent last week at a TSB Sandpit on User Centred Design for Energy Efficiency in Buildings. 5 days with 30 people from academia and industry thinking about how UCD could be used to support energy efficiency in buildings.

TSB sandpit

We were successful in winning a few projects “Social BMS” and “YouCaretaker”. The former will be a schools based project to map energy / resource use overlaid with socialised data to create “data shadows” which describe continuous real time use of the school environment. The latter is focused on creating an online community to support the sharing of data and best practice amongst stakeholders in the operation of buildings. Both projects have a really interesting mix of partners of which more will follow on the blog once the projects get started. There are still a few hurdles to jump through before kick off (in Sept) but it is supposedly down hill from here.

TSB sandpit

The event was facilitated extremely well by the guys at Know Innovation (they have a write up on their blog)

links are on delicious tagged UCDEEB

photos on flickr

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ITOBO wireless sensor network design tool

Alan Gibney was over at Arup a couple of weeks ago testing a Wireless Sensor Network design tool in number 8 Fitzroy Street that he developed during his PhD on a tool for wifi access point positioning.

Using a 3D info of the building the tool allows us to figure out the best location for network gateways based on the required location of sensing nodes and the material characteristics of the building. This particular installation was of interest since the majority of the office is open plan which means that the “stuff” that interferes with wireless signals is much more dynamic and difficult to model than say a concrete wall or a glass partition which is traditionally quite stationary and has modelable properties.

method

Data Capture Process

The process shown in the sketch above involved 1] identifying sensor locations on the fourth floor of number 8 Fitzroy, 2] walking around the floor plate taking measurements of signal strength for each node in different areas, 3] mapping the signal strength, 4] generating a heatmap of gateway options, 5] running agent based optimisation algos to select optimal gateway positions.

WSN node map

Signal strength of node in different locations of office

The signal strengths were then loaded into the design tool to verify that the actual were similar enough to those predicted in the model. With a mean error of 1.41 the model seemed pretty robust.

The design tool then allows a variety of gateway / sensor nodes positions to be tested and compared for different types of optimisation (battery life, signal robustness, minimising nodes required etc.)

topology

Topology of possible WSN

A ray launching method is used to propogate the signal strength from a node to a gateway with the journey being recalculated using a motif model that describes the radion propogation model of a material. The image below shows the heat map generated for a gateway positioned in the open plan area of the office.

gateway

Candidate gateway locations

measure predict

Measurement vs Prediction

heatmap

Heat map based on signal strength from gateway

Next steps are to use the design tool to model the whole building in preparation to roll out a 200+ node WSN in the building. The aim of the installation will be to monitor light (lux) levels in the office alongside occupancy to analyse and optimise both light comfort levels and energy efficiency.

More detail on the WSN design tool is available at:

Motif Model

Propagation Model

Optimisation Algorithms

All images on Flickr

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