36 research outputs found
Hybrid spiral-dynamic bacteria-chemotaxis algorithm with application to control two-wheeled machines
This paper presents the implementation of the hybrid spiral-dynamic bacteria-chemotaxis (HSDBC) approach to control two different configurations of a two-wheeled vehicle. The HSDBC is a combination of bacterial chemotaxis used in bacterial forging algorithm (BFA) and the spiral-dynamic algorithm (SDA). BFA provides a good exploration strategy due to the chemotaxis approach. However, it endures an oscillation problem near the end of the search process when using a large step size. Conversely; for a small step size, it affords better exploitation and accuracy with slower convergence. SDA provides better stability when approaching an optimum point and has faster convergence speed. This may cause the search agents to get trapped into local optima which results in low accurate solution. HSDBC exploits the chemotactic strategy of BFA and fitness accuracy and convergence speed of SDA so as to overcome the problems associated with both the SDA and BFA algorithms alone. The HSDBC thus developed is evaluated in optimizing the performance and energy consumption of two highly nonlinear platforms, namely single and double inverted pendulum-like vehicles with an extended rod. Comparative results with BFA and SDA show that the proposed algorithm is able to result in better performance of the highly nonlinear systems
On-chip Fabrication of High Performance Nanostructured ZnO UV Detectors
Developing rationally controlled bottom-up device fabrication processes is essential for the achievement of
high performance optimal devices. We report a controlled, seedless and site-selective hydrothermal
technique to fabricate high-performance nanostructured ZnO UV-detectors directly on-chip. We
demonstrate that by controlling the nanowire growth process, via tuning the experimental parameters such
as the concentration of reactants and the growth time, and by introducing a refresh of the growth solution,
the device structure efficiency can be enhanced to significantly improve its performance. The on-chip
fabricated bridging nanosyringe ultraviolet detector demonstrates improved sensitivity (,105
), nanowatts
detectability, and ultrafast response-time (90 ms) and recovery-time (210 ms). The improvement in
response-time and recovery-time is attributed to the unique nanowire-nanowire junction barrier
dominated resistance and the direct contact between ZnO and Au electrodes. Furthermore, the enhanced
sensitivity and nanowatts detectability of the bridging nanosyringe device are due to the reduction in
dimensionality and ultrahigh surface-to-volume ratio. This work paves the way toward low cost, large scale,
low temperature, seedless and site-selective fabrication of high performance ZnO nanowire sensors on
flexible and transparent substrates