Semi-Hidden Markov models for visible light communication channels

dc.contributor.authorHolmes, Daniel Glenn
dc.date.accessioned2019-03-06T12:16:21Z
dc.date.available2019-03-06T12:16:21Z
dc.date.issued2018
dc.descriptionA dissertation submitted to the Faculty of Engineering and the Built Environment, University of the Witwatersrand, Johannesburg, in fulfillment of the requirements for the degree of Master of Science in Engineering, Johannesburg 2018en_ZA
dc.description.abstractVisible Light Communication (VLC) is an emerging field in optical wireless communication that uses light emitting diodes (LEDs) for data transmission. LEDs are being widely adopted both indoors and outdoors due to their low cost, long lifespan and high efficiency. Furthermore, LEDs can be modulated to provide both illumination and wireless communication. There is also potential for VLC to be incorporated into future smart lighting systems. One of the current challenges in VLC is being able to deal with noise and interference; including interference from other dimmed, Pulse-Width Modulated (PWM) LEDs. Other noise includes natural light from the sun and artificial light from other non-modulating light sources. Modelling these types of channels is one of the first steps in understanding the channel and eventually designing techniques for mitigating the effects of noise and interference. This dissertation presents a semi-hidden Markov model, known as the Fritchman model, that discretely models the effects of as well as errors introduced from noise and interference in on-off keying modulated VLC channels. Models have been developed for both the indoor and outdoor environments and can be used for VLC simulations and designing error mitigation techniques. Results show that certain channels are able to be better modelled than others. Experimental error distributions shows insights into the impact that PWM interference has on VLC channels. This can be used for assisting in the development of error control codes and interference avoidance techniques in standalone VLC systems, as well as systems where VLC and smart lighting coexist. The models developed can also be used for simulations of VLC channels under different channel conditionsen_ZA
dc.description.librarianXL2019en_ZA
dc.format.extentOnline resource (xvii, 79 leaves)
dc.identifier.citationHolmes, Daniel Glenn, (2018) Semi-Hidden Markov models for visible light communication channels,University of the Witwatersrand, Johannesburg, https://hdl.handle.net/10539/26477
dc.identifier.urihttps://hdl.handle.net/10539/26477
dc.language.isoenen_ZA
dc.subject.lcshMarkov processes
dc.subject.lcshElectric power systems--Control
dc.titleSemi-Hidden Markov models for visible light communication channelsen_ZA
dc.typeThesisen_ZA

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