%0 Conference Paper %1 DGPF06b %A Weise, Thomas %A Geihs, Kurt %B Proceedings of 5. GI/ITG KuVS Fachgesprach Drahtlose Sensornetze %C University of Stuttgart, Stuttgart, Germany %D 2006 %E Marron, Pedro Jose %K DGPF, Network, Node Sensor algorithms, genetic programming, %P 21--25 %T Genetic Programming Techniques for Sensor Networks %U http://elib.uni-stuttgart.de/opus/volltexte/2006/2838/ %X In this paper we present an approach to automated program code generation for sensor nodes and other small devices. Using Genetic Programming, we are able to discover algorithms that solve certain problems. Furthermore, non-functional properties like code size, memory usage, and communication frequency can be optimised using multiobjective search techniques. The evolution of algorithms requires program testing, which we perform using a customised simulation environment for sensor networks. The simulation model takes into account characteristic features of sensor nodes, such as unreliable communication and resource constraints. An application example is presented that demonstrates the feasibility of our approach and its potential to create robust and adaptive code for sensor network applications.

@inproceedings{DGPF06b, abstract = {In this paper we present an approach to automated program code generation for sensor nodes and other small devices. Using Genetic Programming, we are able to discover algorithms that solve certain problems. Furthermore, non-functional properties like code size, memory usage, and communication frequency can be optimised using multiobjective search techniques. The evolution of algorithms requires program testing, which we perform using a customised simulation environment for sensor networks. The simulation model takes into account characteristic features of sensor nodes, such as unreliable communication and resource constraints. An application example is presented that demonstrates the feasibility of our approach and its potential to create robust and adaptive code for sensor network applications.}, added-at = {2008-06-19T17:35:00.000+0200}, address = {University of Stuttgart, Stuttgart, Germany}, affiliation = {University of Kassel, Distributed Systems Group, Wilhelmsh{\"o}her Allee 73, 34121 Kassel, Germany}, author = {Weise, Thomas and Geihs, Kurt}, biburl = {https://www.bibsonomy.org/bibtex/26ace92f36b70327257db5b57f100484c/brazovayeye}, booktitle = {Proceedings of 5. GI/ITG KuVS Fachgesprach Drahtlose Sensornetze}, editor = {Marron, Pedro Jose}, interhash = {726815cac16edb53a7921b293ccdfc40}, intrahash = {6ace92f36b70327257db5b57f100484c}, keywords = {DGPF, Network, Node Sensor algorithms, genetic programming,}, language = {en}, month = {July}, note = {Technical Report No. 2006/07}, notes = {Proceedings published a Technical Report No. 2006/07 These are the proceedings of the 5th GI/ITG KuVS Fachgesprach Drahtlose Sensornetze (expert talk on wireless sensor networks) held at the University Stuttgart in July, 2006. The program included among others papers on sensor network hardware, routing, middleware, localisation, programming abstractions and modelling. While the presentations were given in German most of the papers are in English. Also known as \cite{WG2006DGPFb}}, organisation = {Faculty of Computer Science, Electrical Engineering, and Information Technology, University of Stuttgart}, pages = {21--25}, rights = {unrestricted}, timestamp = {2008-06-19T17:53:59.000+0200}, title = {Genetic Programming Techniques for Sensor Networks}, url = {http://elib.uni-stuttgart.de/opus/volltexte/2006/2838/}, year = 2006 }