Well Log Data Management Software
Andy McDonald : July 03, 2025
Well log data is a key source for petrophysical analysis and machine learning models, however, it can be affected by a range of issues including...
2 min read
In wellbore surveying, precision matters. Yet despite advances in real-time data acquisition and trajectory modeling, we still encounter cases where linear interpolation is used to estimate borehole orientation between survey stations - especially when transforming Logging While Drilling (LWD) data into continuous measurements.
On the surface, this might seem like a quick and simple solution. But the reality is linear interpolation introduces avoidable errors that can compromise well placement, geosteering decisions, geological interpretation and, in some cases, even open the door to legal risk.
Direction Surveys
Directional surveys typically provide inclination and azimuth readings at fixed intervals (e.g., every 30 ft or 10 m). Between these points, trajectory modeling is used to estimate the true 3D path of the borehole.- Linear Interpolation assumes the wellbore travels in a straight line between survey points.
- Minimum curvature, by contrast, assumes a smooth arc - providing a far more realistic model of how the bit and Bottom Hole Assembly behave in the subsurface.
The Hidden Dangers of Linear Interpolation
The use of Linear Interpolation to derive a continuous well path can lead to several inaccuracies.
Underestimation of Dogleg Severity (DLS)
Linear methods flatten curvature, especially in high-build or turn sections. This leads to artificially low DLS values, masking the actual stresses on the drill string and casing.
Trajectory Deviation Errors
Even small errors in inclination or azimuth build up over depth. Linear interpolation can introduce systematic drift, placing your modeled wellbore meters away from its true position.
Inaccurate Image Orientation:
Many LWD image logs (e.g., gamma ray, resistivity, density) rely on accurate borehole orientation to unwrap and interpret geological features. Using linearly interpolated orientations can distort bedding dip, azimuthal features or fracture orientations.
Poor Geosteering Decisions:
Real-time decisions are only as good as the model behind them. Misrepresenting borehole position and orientation introduces uncertainty into landing, staying in-zone, or detecting structural changes.
Incompatibility with Industry Standards:
Industry-standard survey calculations - including those recommended by SPE and ISCWSA - use minimum curvature or other high-fidelity models. Deviating from this can affect quality control and data compatibility.
Logging While Drilling Compliance
Using inaccurate trajectory modeling techniques isn’t just a technical issue - it can carry serious legal and regulatory implications:
Well Collisions
Poor trajectory estimation increases the risk of intra-field collisions, which can lead to liability for damage, production losses, and even trespassing into adjacent leases.
Misplaced Reservoir Entry
If trajectory errors result in missing a target zone, operators may face contractual disputes or cost recovery challenges under Joint Venture or Production Sharing Contract agreements.
Regulatory Non-Compliance
Inaccurate surveys submitted to regulators - especially when not following accepted methods like minimum curvature - could result in penalties, permit rejection or compliance violations.
In many cases, root cause investigations after failures examine whether the correct industry-standard methods were used. Relying on simplified techniques like linear interpolation - especially when more accurate alternatives are readily available - can be seen as negligent.
Using Minimum Curvature for Logging While Drilling
Minimum curvature is the industry standard for good reason:
- It realistically models smooth trajectory arcs.
- It ensures accurate positioning, orientation and DLS.
- It supports reliable LWD image interpretation and survey reconciliation.
It's also well-documented, computationally efficient and compatible with anti-collision, geological and regulatory systems worldwide.
Logging While Drilling Accuracy with IP
Using linear interpolation in directional surveying might seem like a shortcut - but it’s one that leads to avoidable errors, subsurface uncertainty and potential legal exposure. In an industry where millimeters matter, there’s simply no place for shortcuts in trajectory modeling.
At Geoactive, we believe borehole accuracy underpins everything from drilling efficiency to reservoir success. If you're reviewing your survey workflows or need help improving data quality from LWD or MWD tools, we’re here to help.
Oh, and if you want to join the dots together on a LWD survey when using Interactive Petrophysics (IP) please use the TVD module.
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