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:<br />

<strong>The</strong> <strong>Applied</strong><br />

<strong>Artificial</strong> <strong>Intelligence</strong> <strong>Group</strong><br />

G I A A<br />

I V E R S<br />

ID A D<br />

U N<br />

III<br />

I D<br />

R<br />

D<br />

A<br />

M<br />

D E<br />

I•<br />

•C A R L O S<br />

II<br />

UNIVERSIDAD CARLOS III DE MADRID


<strong>The</strong> <strong>Applied</strong><br />

<strong>Artificial</strong> <strong>Intelligence</strong> <strong>Group</strong><br />

<strong>The</strong> <strong>Applied</strong> <strong>Artificial</strong> <strong>Intelligence</strong> <strong>Group</strong> (GIAA) at the Carlos III University of Madrid has members with PhD<br />

and Bachelor's degrees in Computer Science, Physics and Telecommunications Engineering. GIAA is a leader<br />

group of Professors, Senior Lecturers, Lecturers, associates and PhD students known for their ability to solve<br />

engineering problems with the newest <strong>Artificial</strong> <strong>Intelligence</strong> techniques: Machine Learning, Evolutionary Computation,<br />

Data Mining, Multi-Objective Optimization, Fuzzy Systems and Intelligent Agents.<br />

GIAA has a great deal of experience as engineering consultant group and as technical developers of customised<br />

solutions in problems of data analysis and prediction, optimisation, data fusion, signal and image processing,<br />

particularly in the air traffic domain.<br />

We co-operate with our clients throughout the process of transferring and introducing our solutions and we provide<br />

them with the tools and knowledge required for their tuning and maintenance.


READY FOR CHANGE?<br />

Incorporating technological changes can be a daunting challenge requiring a high level of specialisation and<br />

the adequate means. Our <strong>Group</strong> offers a highly-qualified human team and the most advanced technical backup<br />

posible for:<br />

• Optimising processes: We use powerful prediction and optimisation techniques based on several criteria<br />

that were successfully applied to signal-processing problems and system configuration and adjustment to<br />

attain performance requirements. Some of our past particular domains of applications are:<br />

- Optimisation of traffic flow management, applied to roads, airport surface operations, etc.<br />

- Designing of surveillance systems for tracking mobiles with different sensors (video, radar, mini-radar<br />

networks, etc.)<br />

- Tuning of video-based identification for vehicles.<br />

• Extracting implicit behaviours from intelligent data analysis: We have a great deal of expertise in<br />

predicting relationships between different types of variables, extracting trends and building useful models,<br />

through automated techniques of intelligent data analysis. We have applied these techniques to the following<br />

cases:<br />

- Implementation of systems for automatic data acquisition and analysis. Starting from the analysis of<br />

input-output relationships for a given (manual) system, we provide an automatic system with the same<br />

functionality (it produces the same outputs as the corresponding inputs in the original system).<br />

- Extraction of rules for data association in complex tracking systems (video and high-resolution radar).<br />

- Extraction of rules to detect and classify situations, for instance conflicts on airpor surface.<br />

- Classification of vehicles (according to the size, type, technical features, etc.), analysing video images<br />

or surface radar data.


• Automation of dynamic processes of scheduling and decision-making with Machine Learning, Searching<br />

Algorithms and Software Agents. Machine Learning allows us to automate scheduling tasks and decisionmaking<br />

processes that can be critical for business. Computer systems become then adaptive to sudden changes<br />

of requirements and user profiles. We have implemented software solutions to co-operate in the management<br />

of air traffic flow: extracting rules of air controllers’ behaviour, in order to optimise some repetitive tasks: clustering,<br />

conflict detection, operations scheduling, etc.<br />

• Design of data mining tools using techniques for intelligent recovery of data. We have a great deal of<br />

experience in last-generation software solutions to data mining problems. We use techniques of semantic analysis<br />

of data, decision trees, neural networks and genetic algorithms that multiply the performance of the commonly<br />

used tools of data mining.<br />

• Improving Electronic Commerce services with Intelligent Agents We have expertise in the introduction<br />

of intelligent agents into electronic commerce applications. Intelligent agents improve the profiling of buyers<br />

and sellers in Internet, take proactive decisions, and help them co-operate with each other. Particularly we have<br />

contributed with trust management through a distributed reputation system used for automatic negotiations and<br />

search of partners and clients/providers.<br />

• Applying <strong>Artificial</strong> <strong>Intelligence</strong> and Simulation techniques to engineering problems. We use these<br />

techniques to improve the performance and abilities of systems that are difficult to tune and adapt. We provide<br />

an engineering consulting service and technical viability studies to companies who are looking for the potential<br />

contribution of <strong>Artificial</strong> <strong>Intelligence</strong> to the simulation of communications, physics and business models.<br />

Radioelectric Model<br />

Recommending System with Intelligent Agents


OUR EXPERIENCE<br />

We are providing support and engineering consulting services to several companies, giving customised training<br />

courses and co-operating in national and international research and development projects. Some of these<br />

companies are INDRA, AENA, ISDEFE, GENASYS II SPAIN, THOMSON AYRSYS, BAE SYSTEMS, PARK<br />

AYR SYSTEMS<br />

Furthermore, the Data Processing and Simulation <strong>Group</strong>, at the Telecommunication Faculty of Universidad<br />

Politécnica de Madrid, acts as our partner in most of the ongoing projects, and we collaborate with the<br />

Technology Dissemination Centre (CEDITEC).<br />

Vehicle Registration Recognition System<br />

Surface Radar Model


Airport Surveillance System


INNOVATIVE SOLUTIONS<br />

Some of our projects have produced pioneering tools and systems adapted to the requirements of our clients:<br />

• Surveillance System based on Video-Cameras, to monitor and identify surface traffic in airports (planes,<br />

trucks and buses) with a network of video cameras.<br />

• Airport Data Fusion System, to process data from surface radar and fuse with other sensors, following the<br />

A-SMGCS paradigm for automatic traffic management on airport surface (Advanced Surface Movement<br />

Guidance and Control Systems)<br />

• Recommending System with Intelligent Agents, to provide customised suggestions to the final clients<br />

according to similarities, past activities and explicit likes in distributed decisions, based on subjective preferences<br />

such as movies, music and books.<br />

• Optimisation, Prediction and Data Analysis, oriented to Computer Science companies interested in the<br />

integration of these novel techniques to their existing products.<br />

Agents in Surveillance System<br />

Airport Planning System


:<br />

I V E R S<br />

ID A D<br />

U N<br />

I D<br />

III<br />

•C A R L O S<br />

R<br />

D<br />

II•<br />

A<br />

M<br />

D E<br />

I<br />

Research <strong>Group</strong> Head<br />

Dr. José Manuel Molina López<br />

molina@ia.uc3m.es<br />

http:// www.giaa.inf.uc3m.es<br />

Industrial Liasion Office (ILO)<br />

Avenida de la Universidad, 30 - 28911 Leganés (Madrid)<br />

Tel: (34) 91 624 90 36<br />

otri@uc3m.es<br />

http://otri.uc3m.es

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