Day 2 Tue, March 14, 2023 2023
DOI: 10.2118/214219-ms
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BI Dashboarding Application in Reservoir Simulation

Abstract: A Business Intelligence (BI) tool is a type of software that is used to gather, process, analyze and visualize a large volume of data, whether it is historical data, live data or forecasting data for the future. The objective of implementing BI tool is to create interactive reports, generate actionable business insights, and to simplify / accelerate the decision-making process. Depending on the size and the maturity of their fields, reservoir engineers often have to deal with a tremendous quanti… Show more

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Cited by 2 publications
(2 citation statements)
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“…(3) Human consensus vs combined LLMs: consistency approach Combining multiple assessments from the same LLM in a "self-consistency" approach improves performance in biomedical and general contexts beyond using only a single assessment. 28,33 We combined a total of 9 LLM assessments: 2× Claude-3-Opus, 2× Claude-2, 1× GPT-4 (due to high costs), 2× GPT-3.5, 2× Mixtral-8x22B. 34 Deferring fraction: Inconsistent responses (i.e., without alignment among 6-12 out of the 12 LLM assessments) were considered uncertain and thus deferred to human raters, meaning the LLMs could not provide a consistent rating and a human must decide.…”
Section: Agreement With Human Consensusmentioning
confidence: 99%
“…(3) Human consensus vs combined LLMs: consistency approach Combining multiple assessments from the same LLM in a "self-consistency" approach improves performance in biomedical and general contexts beyond using only a single assessment. 28,33 We combined a total of 9 LLM assessments: 2× Claude-3-Opus, 2× Claude-2, 1× GPT-4 (due to high costs), 2× GPT-3.5, 2× Mixtral-8x22B. 34 Deferring fraction: Inconsistent responses (i.e., without alignment among 6-12 out of the 12 LLM assessments) were considered uncertain and thus deferred to human raters, meaning the LLMs could not provide a consistent rating and a human must decide.…”
Section: Agreement With Human Consensusmentioning
confidence: 99%
“…Universities are the "guiding force" at the junction of education, technology, and talent. It is necessary to strengthen systematic thinking, "step out of education and technology," promote the deep integration of the four chains of "industrial chain, innovation chain, talent chain, and education chain," and contribute scientific and educational wisdom to the high-quality development of the economy and society [3] . It is essential to build a circular ecological chain of industry-education integration that empowers education, cultivates talents, and supports industries, to truly promote the "four-chain integration," as well as reflect, consolidate, and optimize the positioning of vocational education types, thereby stimulating and unleashing greater vitality, enabling a bright future for students, transforming from "Made in China" to "Created in China," and achieving iterative upgrading of national industrialization.…”
Section: Introductionmentioning
confidence: 99%