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Bio
Complex systems, such as social networks, the brain, financial systems, and infrastructure networks are composed of a large number of entities in interaction and exhibiting emerging phenomena. The development of sensing devices collecting data about those entities and microsimulations using agent-based modelling techniques taking advantage of the collected data are then often crucial to model, analyze and simulate such complex systems.
After a PhD in Applied Mathematics at the University of Namur (Belgium), I joined the SMART Infrastructure Facility of the University of Wollongong (Australia) where I am Research Fellow. At SMART, I am also leading the SMART IoT Hub and the Digital Living Lab conducting research on smart sensors and edge computing devices for IoT applications. Those include connected beer kegs, smart cameras, storm water monitoring and air quality sensing. For those IoT research projects, I am passionate about using AI, computer vision and GPU computing. I am an Nvidia Deep Learning Institute certified instructor for computer vision and holds a SAS Base certification.
In addition, I work on the development of new tools and frameworks to simulate large scale agent-based microsimulation. This include i) the design of synthetic population generators to build a disagregated database of the system’s entities; and ii) the development of microsimulations to simulate and observe the agents’ behaviour. Applications of this work include transportation modelling and disease spreading which can involve millions of agents. The research is interdisciplinary and requires methods from applied mathematics, statistics, artificial intelligence and high performance scientific programming.
My collaboration with the National Institute for Applied Statistics Research Australia also led to the development of mipfp, a widely-used statistical package for the R programming language.
Finally, as an associate member of the Namur Center For Complex Systems research institute (University of Namur, Belgium), I contribute to various projects related to algorithmic complexity, data analytics and agent-based modelling.
Research Interests
Papers共 79 篇Author StatisticsCo-AuthorSimilar Experts
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CoRR (2024)
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SCIENTIFIC REPORTSno. 1 (2024): 8734-8734
Juan Sandino,Barbara Bollard,Ashray Doshi,Krystal Randall,Johan Barthelemy,Sharon A. Robinson,Felipe Gonzalez, Manuel Berrocoso Dominguez, Goncalo Prates
REMOTE SENSINGno. 24 (2023): 5658
SAFETYno. 4 (2023): 91
WATER AND ENVIRONMENT JOURNALno. 3 (2023): 373-389
AUSTRALASIAN JOURNAL OF WATER RESOURCES (2023)
DRONESno. 1 (2023): 32-32
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Author Statistics
#Papers: 78
#Citation: 902
H-Index: 21
G-Index: 28
Sociability: 5
Diversity: 0
Activity: 2
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