[BOOK][B] Harnessing Simulated Data with Graphs

HT Maia - 2022 - search.proquest.com
2022search.proquest.com
Physically accurate simulations allow for unlimited exploration of arbitrarily crafted
environments. From a scientific perspective, digital representations of the real world are
useful because they make it easy validate ideas. Virtual sandboxes allow observations to be
collected at-will, without intricate setting up for measurements or needing to wait on the
manufacturing, shipping, and assembly of physical resources. Simulation techniques can
also be utilized over and over again to test the problem without expending costly materials�…
Abstract
Physically accurate simulations allow for unlimited exploration of arbitrarily crafted environments. From a scientific perspective, digital representations of the real world are useful because they make it easy validate ideas. Virtual sandboxes allow observations to be collected at-will, without intricate setting up for measurements or needing to wait on the manufacturing, shipping, and assembly of physical resources. Simulation techniques can also be utilized over and over again to test the problem without expending costly materials or producing any waste. Remarkably, this freedom to both experiment and generate data becomes even more powerful when considering the rising adoption of data-driven techniques across engineering disciplines. These are systems that aggregate over available samples to model behavior, and thus are better informed when exposed to more data. Naturally, the ability to synthesize limitless data promises to make approaches that benefit from datasets all the more robust and desirable.
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