genetic algorithms

UAVs

Evolution of Multi-Layered MIMO Artificial Neural Networks Using Grammatical Evolution

We have been publishing about grammatical evolution in quite a lot of detail in the past. Here is another one. In this work, we have developed the ability to evolve multi-input multi-output neural networks using grammatical evolution. The main target application that we foresaw was the domain of unmanned aerial vehicles and driverless cars. Both […]

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Beer Review

Not a long time ago, a friend of ours took us to a local pub to talk about some of the algorithms we use in our work. Another friend set up the paraphernalia for the presentation. Yet another friend was thinking about creative ways to name our meet-up. Some of the ideas he had were […]

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GELAB – A Matlab Toolbox for Grammatical Evolution

We remember we wrote quite a lot about grammatical evolution. The last time we mentioned it, we said that grammatical evolution goes to Mathworks. We did not toot our horn much about it since then. We were busy in benchmarking this tool and we have been writing about it. We even renamed it to GELAB, as it […]

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Grammatical Evolution Comes to Matlab

You can work for a lifetime and not earn enough for yourself. You can spend a lifetime in service of humanity and you would not have served so well. But sometimes you spend a little bit of your time on something and do enough work that is sufficient for yourself, your community and even the […]

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Grammatical Evolution Comes to Java

We recently ported the renowned grammatical evolution (GE) algorithm to Java. GE is a strong optimization and machine learning (ML) algorithm that was conceived, invented and developed in Bio-Developmental Systems Research Group at University of Limerick, Ireland. For ages, it existed in C++, as that was the language of choice for its initial implementation. Now we […]

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Evolution of Mona Lisa With Pablo Picasso’s Paintings

In the past, we have also been involved with evolutionary design. In particular, we tried to do an experiment to recreate Mona Lisa using a handful of paintings of Pablo Picasso. We wanted to see how it all goes. Our work was recently published in an IEEE outlet. The good thing about evolutionary design is […]

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UAVs

A Tutorial on Simulating Unmanned Aerial Vehicles

We have been working on simulating autonomous drones for quite some time now. We published details of our work in the past. Recently, we thought about publishing our experiences with the feat of simulating drones. Autonomous unmanned aerial vehicles (UAVs) have been a hot topic in academic circles lately. Enormous literature can be found on […]

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Evolving Technical Trading Strategies Using Genetic Algorithms: A Case About Pakistan Stock Exchange

Last summer our team sat down together to come up with a strategy to predict stock market ups and downs. We employed genetic algorithms to predict stock price variations. In particular, our work was focused on Pakistan Stock Exchange. Our work was quite successful and was accepted to appear in Lecture Notes on Computer Science […]

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