EPISODE · Feb 12, 2026 · 14 MIN
EP 24 · Understanding the Spacing, Completions, and Geological Influences on Decline Rates and B Values
from The Novi AI Roundup · host Novi Labs
Why do some wells decline faster than others? In this episode of The Novi AI Roundup, we explore how machine learning helps engineers understand the physical drivers behind decline behavior, beyond just fitting curves. Drawing from the URTeC 2022 paper “Understanding the Spacing, Completions, and Geological Influences on Decline Rates and B Values”, we examine how b values are shaped by well spacing, completion design, and reservoir quality, and how this insight improves forecast confidence and long-term planning.This podcast episode is based on the technical paper “Understanding the Spacing, Completions, and Geological Influences on Decline Rates and B Values”, authors: D. Niederhut, A. Cui, C. Macalla, J. Reed. The paper was presented at URTeC 2022. Download the full paper here.
What this episode covers
Why do some wells decline faster than others? In this episode of The Novi AI Roundup, we explore how machine learning helps engineers understand the physical drivers behind decline behavior, beyond just fitting curves. Drawing from the URTeC 2022 paper “Understanding the Spacing, Completions, and Geological Influences on Decline Rates and B Values”, we examine how b values are shaped by well spacing, completion design, and reservoir quality, and how this insight improves forecast confidence and long-term planning.This podcast episode is based on the technical paper “Understanding the Spacing, Completions, and Geological Influences on Decline Rates and B Values”, authors: D. Niederhut, A. Cui, C. Macalla, J. Reed. The paper was presented at URTeC 2022. Download the full paper here.
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EP 24 · Understanding the Spacing, Completions, and Geological Influences on Decline Rates and B Values
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