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households or companies. But energy data is not like images or text: it consists of time series living on a physical network, governed by power-flow equations. Off-the-shelf generative models produce data
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expected to: Demonstrate analytical ability and intellectual curiosity Be highly motivated for theory-driven, foundational research Show persistence and creativity when tackling technically challenging
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demonstrated ability to conduct innovative, independent research and contribute to collaborative projects. Areas of expertise should include sonogenetics, cellular and molecular engineering, genetically encoded
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(CCUS), Power-to-X, energy storage, industrial symbiosis, and emerging energy-intensive infrastructures. This PhD project will investigate integrated energy and carbon management systems for future carbon
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implementation can introduce vulnerabilities that are not visible at the algorithmic level. Sensitive information may leak through power consumption, electromagnetic emissions, timing behaviour, memory or bus
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capacity to learn, web scraping and systematic web-based data collection Interest in higher education, conflict resolution, peace education, or related research Ability to work both independently and
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for scientific research; - ability to work independently as well as collaboratively in multidisciplinary teams; - excellent communication skills in written and spoken English. Knowledge of Swedish is considered
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-trivial software. Solid understanding of algorithms, numerical methods, scientific computing, or machine learning. Ability and motivation to write clean, maintainable and well-tested code. Strong interest
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The ability to work at the interface of science and clinical practice Good social and organisational skills, preferably with experience in (coordinating) data collection A teamplayer mentality and enthusiasm
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-on experience with experimental materials preparation and/or electrochemical characterization. Ability to communicate effectively in spoken and written English (all research activities at LOE are conducted in