\input zb-basic \input zb-ioport \iteman{io-port 06105324} \itemau{Yan, Xiaohui; Zhu, Yunlong; Chen, Hanning; Zhang, Hao} \itemti{Improved bacterial foraging optimization with social cooperation and adaptive step size.} \itemso{Huang, De-Shuang (ed.) et al., Intelligent computing technology. 8th international conference, ICIC 2012, Huangshan, China, July 25--29, 2012. Proceedings. Berlin: Springer (ISBN 978-3-642-31587-9/pbk). Lecture Notes in Computer Science 7389, 634-640 (2012).} \itemab Summary: This paper proposed an Improved Bacterial Foraging Optimization (IBFO) algorithm to enhance the optimization ability of original Bacterial Foraging Optimization. In the new algorithm, Social cooperation is introduced to guide the bacteria tumbling towards better directions. Meanwhile, adaptive step size is employed in chemotaxis process. The new algorithm is tested on a set of benchmark functions. Canonical BFO, Particle Swarm Optimization and Genetic Algorithm are employed for comparison. Experiment results show that the IBFO algorithm offers significant improvements over the original BFO algorithm and is a competitive optimizer for numerical optimization. \itemrv{~} \itemcc{} \itemut{bacterial foraging optimization; social cooperation; adaptive search strategies} \itemli{doi:10.1007/978-3-642-31588-6\_81} \end