Computing and Analytics - Research | PNNL

$Computational Mathematics and Statistics$	Computational Mathematics and Statistics Developing novel computational modeling and data analysis methodologies, techniques, and tools to solve complex problems and extract hidden features, anomalies, and signatures that support discovery. Key projects and initiatives m/q Initiative Mathematics for Artificial Reasoning in Science Initiative
	Cybersecurity Advancing methodologies, algorithms, and tools to equip cyber defenders; enabling stronger, more resilient technologies and systems; and understanding, predicting, and defending complex adaptive systems. Key projects and initiatives Autonomic Control for Cyber Enabled Infrastructure Center for High Fidelity Science in Operational and Information Technology PACiFiC: Proactive Adaptive Cybersecurity for Control
	High-Performance Computing Delivering the science, technology, and leadership to create and enable new computational capabilities that solve challenges using extreme-scale simulation, data analytics, and machine learning techniques. Key projects and initiatives Data Model Convergence Initiative m/q Initiative Exascale Computing Project
	Machine Learning Advancing the understanding of traditional and contemporary artificial intelligence with application to scientific, energy, and national security problems. Key projects and initiatives m/q Initiative Physics-Informed Machine Learning for Energy and Environment Digital Twins for Hydropower Mathematics for Artificial Reasoning in Science Initiative
	Data Analytics Applying scientific and mathematical techniques to develop novel, scalable algorithms designed to run on leadership-class machines, commodity hardware, or commercial cloud service providers. Key projects and initiatives Data Model Convergence Initiative Visual Sample Plan
	Operational Analysis Employing open-source and other information sources to identify threats to critical networks and systems and create tools for more efficient detection of those threats.
	Software Engineering Combining domain knowledge and software engineering expertise to produce high-quality software and deliver well-architected, software-centric systems. Key projects and initiatives VOLTTRON
	Visual Analytics Creating capabilities that bring together interactive visualizations with advanced automated data analysis techniques, enabling users to gain deeper insights from their data. Key projects and initiatives Virtual Reality for High-Impact Learning