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- W4317815216 abstract "The landscape of residential energy modeling is changing rapidly. With increase in the availability of data, ‘Modeling & Simulation’ systems are becoming ubiquitous. However, reusing or extending these simulations is complicated due to sparse commonality in design and interoperability. One solution to this conundrum is developing modular and extensible pipelines. In this paper, we define a set of five pipelines inspired by microservices-oriented architecture. Four modular pipeline templates are defined, Data Processing Pipeline, Modeling and Simulation Pipeline, Validation Pipeline, Visual Analytics Pipeline; each encapsulating details of important tasks in modern-day complex systems. In addition, one custom pipeline is developed, for composing tasks that can be executed concurrently, called Parallelizable Pipeline. We instantiate this pipeline architecture for designing a synthetic energy demand modeling system. The value of the pipeline is demonstrated via three case studies – two of these studies provide new insights into issues related to equity and climate change impact." @default.
- W4317815216 created "2023-01-24" @default.
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- W4317815216 date "2022-12-11" @default.
- W4317815216 modified "2023-10-06" @default.
- W4317815216 title "Modular and Extensible Pipelines for Residential Energy Demand Modeling and Simulation" @default.
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- W4317815216 doi "https://doi.org/10.1109/wsc57314.2022.10015339" @default.
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