P&A Verification Logging, Post-Job Analysis & Long-Term Monitoring

Add Your Comments

Table of Contents 

  1. Introduction 

  2. Regulatory Framework 

  3. Logging for Barrier Verification 

  4. Mechanical and Pressure Integrity Tests 

  5. Digital Surveillance Technologies 

  6. Post-Job Evaluation and Documentation 

  7. Long-Term Integrity Monitoring Programs 

  8. Case Study: Delta-12 Post-P&A Verification 

  9. Cost, Time, and Emission Optimization Strategies 

  10. References and Industry Standards 

1. Introduction 

Barrier verification is the final step in the plug and abandonment (P&A) process. It confirms that all downhole isolation barriers meet the required mechanical strength, hydraulic seal, and long-term integrity defined in the design. This verification provides documented proof that the barriers can permanently contain formation fluids. 

Long-term monitoring continues this assurance after abandonment, demonstrating to regulators that hydrocarbons and formation fluids remain securely contained within the geological structure, as required by NORSOK D-010, ISO 16530-2, and OGUK guidelines. 

This guide outlines the key workflows, technologies, and compliance practices that ensure every abandonment meets ALARP+ standards with verifiable, measurable performance. 

  • Verification logging and post-job analysis confirm that barriers perform as designed and meet abandonment objectives. 

  • Post-abandonment surveillance ensures that no reactivation, gas migration, or cross-formation flow occurs. 

  • Long-term monitoring safeguards environmental and groundwater integrity, ensuring ongoing regulatory compliance. 

2. Regulatory Framework 

Several international standards govern the verification of permanent barriers during P&A.

NORSOK D-010 Rev. 5 (Sections 9.6 and 9.7) defines the verification principles, which require proof of cement integrity, mechanical strength, and confirmed isolation of primary and secondary barriers with no pressure communication.

The OGUK Well Decommissioning Guidelines (Issue 9, 2023) mandate post-abandonment environmental assurance, including the collection of baseline data, follow-up surveys, and documentation of monitoring results.

ISO 16530-2:2022 extends these requirements into the well’s post-operational life, ensuring monitoring records remain traceable for decades. 

Key Regulatory Drivers 

  • BSEE (U.S. GOM – CFR 250.1715): Isolation must be confirmed through mechanical measurement and/or logging. 

  • NORSOK D-010 (Norway): Verification and documentation required before status change; isolation proven by pressure differential test or cement log. 

  • OGUK Issue 9 (UK): Year-1 post-abandonment survey, re-entry criteria, and reporting to the NSTA database. 

  • NSTA (UK): Mandatory monitoring for HPHT and CO₂ storage wells. 

  • ISO 16530-2 (Global): Verification must be auditable, repeatable, and include long-term integrity surveillance. 

Operators must retain all barrier verification records in digital form for a period of up to 30 years, as required by local regulations. 

Global Acceptance Criteria (per NORSOK) 

  • No cross-zone pressure communication. 

  • Confirmed cement bonding ≥ 100 ft above and below critical zones. 

  • Maintain stable pressure within 5% for at least 30 minutes. 

  • Complete documentation for regulatory abandonment certification. 

Post-Abandonment Surveillance 

Regulators require continued monitoring, especially in gas-prone environments. Techniques include surface tiltmeters, satellite subsidence mapping, and periodic fibre-optic re-reads. 
The data must be archived and auditable in accordance with ISO 16530-2. 

Surveillance Plan Should Define: 

  • Re-inspection frequency. 

  • Re-entry and remediation criteria. 

  • Upload protocols to national well integrity databases. 

  • Audit-ready documentation. 

3. Logging for Barrier Verification 

Cement evaluation logging is crucial for verifying the integrity of isolation barriers and the long-term sealing capability of the wellbore. Different tools and methods are selected based on well geometry, barrier type, and regulatory requirements. 

  • Cement bond/density logs (CBL/VDL): 
    These acoustic tools evaluate the quality of cement bonding in the annulus by measuring signal amplitude and travel time. The responses are interpreted to assess cement-to-casing and cement-to-formation contact. The operator and service provider should establish threshold values (such as minimum amplitude reduction or minimum cement contact percentage) based on calibration, well geometry, and the type of cement used. 

  • Ultrasonic imaging tools (USIT, CAST, or equivalent): 
    Ultrasonic imagers offer higher-resolution detection of microannuli, channels, or poor bonding at the casing–cement–formation interfaces. Their interpretation is semi-quantitative; any evidence of channels or micro-gaps should trigger review or remedial action to ensure hydraulic isolation. 

  • Temperature and noise (acoustic) logs: 
    These tools provide dynamic evidence of fluid movement within casing or annuli. Baseline surveys taken under stable conditions are compared with follow-up surveys to identify anomalies. Persistent elevated noise or abnormal thermal patterns may indicate migration or communication requiring further investigation. 

  • Distributed fibre-optic systems (DTS/DAS): 
    Fiber-optic temperature (DTS) and acoustic (DAS) monitoring enable continuous or periodic surveillance of well integrity. In plug and abandonment (P&A) applications, these technologies are increasingly included in integrity management programs for high-risk wells. However, acceptance criteria (such as thermal drift thresholds) must be defined on a case-by-case basis, as their use in P&A verification is still evolving. 

  • Caliper / multi-finger imaging (MFIT) tools: 
    These tools assess internal casing condition, detecting deformation, collapse, or corrosion that could affect isolation. As part of P&A planning, casing integrity should be verified, and any defects addressed before final barrier installation. 

  • Advanced imaging and impedance tools: 
    High-resolution technologies such as X-ray downhole imaging or advanced cement impedance logging may be deployed in complex wells (e.g., HP/HT, deepwater, or CO₂ injection/abandonment). Their use should be justified based on a well-risk and cost-benefit evaluation. 

Clarification on Cement Plug Verification:

Conventional cement evaluation tools (CBL/VDL, USIT, CAST, etc.) are designed for annular cement evaluation and are not suitable for direct assessment of cement plugs placed inside casing or open hole. Verification of cement plugs should rely on operational and mechanical methods, including tagging the top of cement, pressure testing, temperature or noise logging, and, where available, fiber-optic or downhole camera inspection. These methods confirm plug placement, length, and sealing performance in line with NORSOK D-010, ISO 16530-2, OGUK, and API RP 1006 abandonment standards. 

Interpretation and acceptance criteria:

Operators must define acceptance criteria for the selected logging suite, based on design assumptions, risk assessment, and regulatory expectations. Examples might include minimum cement coverage above/below critical zones (e.g., a defined thickness of cement‐to‐formation contact), maximum permissible signal amplitude for “good bond”, absence of detected continuous channels in ultrasonic images, and thermal/noise stability over a defined period. These criteria should be consistent with the barrier element acceptance tables (EACs) contained in NORSOK D-010 or equivalent local standards; however, tool-specific thresholds must be qualified for the specific well condition. 

Key points / best practice: 

  • Logging should occur after cement placement and after the minimum cement-cure time has elapsed to ensure the cement has reached its designed properties. 

  • Logging responses must be reviewed in conjunction with the cementing job book (placement volumes, top-of-cement depth, and slurry properties) and well design drawings (barrier envelopes). 

  • Any anomalies (e.g., poor bonding, detected channels, gasket gaps) should trigger a root cause review and potential remedial action (e.g., squeeze cementing, additional plugs) before final sign-off for abandonment. 

  • Logging data and interpretation reports should be retained in the operator’s well barrier management system or well integrity record, as required by local regulation (see Section 2). 

4. Mechanical and Pressure Integrity Tests 

Mechanical and pressure integrity tests are applied to verify that installed permanent barriers (plug/cement/packers) can withstand the intended differential pressures, prevent fluid migration across formations or to surface, and meet the defined barrier element acceptance criteria (EAC) as per the well barrier schematic and regulatory / operator requirements (for example as captured in ISO TS 16530‑2 and NORSOK D-010). 

Test methods and best practices 

  • Positive pressure test: After plug placement, pressurize the barrier in the anticipated direction of potential flow (for example, from below toward the surface or from above toward the formation) to a pressure level specified by the operator's design, considering the formation strength, casing rating, and expected driving pressure. Monitor for a stable pressure plateau (e.g., negligible decay) over a defined period. Typical industry practice may use a few hundred to a thousand psi above the operating pressure or leak-off pressure. 

  • Negative (draw-down or inflow) test: Where relevant and feasible, reduce pressure above the barrier or remove fluid to create a potential inflow direction, then monitor for any flowback or pressure change. This helps confirm that the barrier is competent under both load directions. 

  • Tagging/weight transfer verification: Some operators use a mechanical tag (via slickline or wireline) to verify plug location and contact. The verification method and threshold should be defined in the abandonment plan (e.g., required weight drop, torque signature). 

  • Dual-packer testing (when applicable): In intervened wells, deploy upper and lower packers to isolate the barrier zone, then test the annulus, monitor bleed-down or build-up, and verify the absence of cross-zone or surface communication. 

  • Bleed-down/build-up stabilization: After pressurization, allow time for any residual fluid volume change or bleed to stabilize. Record pressure decay rates and volumes, ensuring they meet the defined acceptance criteria (as specified by the manufacturer or operator) before closure. 

Interpretation and acceptance criteria 

  • Operators must define acceptance thresholds appropriate to the well design, formation conditions, and regulatory regime (for example, “pressure drop < X psi over Y min”, “flowback < Z bbl/hr”, “no measured flow for T hours”). 

  • Acceptance criteria should be documented in the barrier verification plan and aligned with the barrier element acceptance criteria tables of NORSOK D-010 (Annex C) and relevant jurisdictional regulations. 

  • Any deviation from the defined acceptance thresholds must trigger a root-cause analysis and, if necessary, remedial action before final abandonment certification is granted. 

  • Documentation of test results (pressure charts, bleed volumes, tag records) must be included in the verification dossier (see Section 6). 

Key points / best practice 

  • Establish the differential pressure test value based on the worst-case anticipated loads (formation pressure, hydrostatic pressure, and thermal changes) and ensure that the casing, plugs, cement, and barrier envelope can withstand the test without compromising their integrity. 

  • Do not exceed the mechanical rating of the casing or plug system when applying test pressures; operate within the strength margin defined in design and standards. 

  • Allow sufficient cure time for cement or grout before conducting integrity tests. 

  • Ensure the test scope covers the intended barrier zone (as defined in the well barrier schematic) rather than just a generic depth interval. 

  • Ensure that test rigging, instrumentation, and monitoring plans are adequately specified and that operational personnel are properly trained. 

  • Archive all test records, as per operator policy and regulatory requirements. 

5. Digital Surveillance Technologies 

While traditional logging and pressure tests remain fundamental to P&A verification, advanced digital surveillance technologies are increasingly incorporated (especially in high-risk wells, deepwater or CO₂/HPHT abandonment scenarios) to enhance monitoring, prediction, and lifecycle integrity management. 

Technology options and applications 

  • Fibre-optic systems (DTS/DAS): Distributed temperature sensing (DTS) and distributed acoustic sensing (DAS) can provide continuous or periodic monitoring of thermal and acoustic signatures along the wellbore or annulus. These systems can help detect subtle changes (e.g., fluid movement, thermal gradients, micro-flow) and support long-term surveillance. Operators should define resolution criteria, threshold values, and data review protocols as part of the monitoring plan. 

  • Digital twin modelling: A digital twin (a virtual model of the well, cement system, casing/annulus geometry, curing/shrinkage behavior, loads over time) may be used to forecast barrier performance, estimate probability of failure, and support decision-making. Its use is more likely in complex or high-value wells rather than routine ones. 

  • Machine learning/AI analytics: Applications may include automated recognition of logging anomalies (CBL/VDL/ultrasonic), trend detection from sensors/fibre optics, and predictive modeling of casing or cement degradation. However, these tools are often deployed as pilot or specialist systems rather than standard practice. 

  • High-resolution/new imaging tools: In some challenging wells, advanced tools such as high-resolution ultrasonic imaging, X-ray, or millimeter-wave cement inspection may be considered, particularly to verify cement behind multiple casing strings or in narrow annuli. The risk profile of abandonment should justify its use. 

  • Real-time dashboards and data integration: Integrating data from pressure sensors, fibre systems, well logs, and analytics into a dashboard supports situational awareness, trend monitoring, and data‐driven decisions. Implementation depends on the operator's level of digital maturity. 

Interpretation and governance 

  • Operators must define their surveillance strategy, including which technologies to apply, data review frequency, alarm thresholds, and remediation triggers consistent with their well integrity management system and risk assessment. This aligns with the lifecycle surveillance principles in ISO TS 16530-2 (Clause 12). 

  • The deployment of advanced surveillance technologies does not replace conventional verification methods (logging, pressure tests, cement evaluation) but complements them, especially where longer-term or dynamic monitoring is required. 

  • Data governance, validation, archiving, calibration of sensors/tools, and auditability must be considered. Digital systems should be qualified, and analytics validated. 

  • Cost-benefit and risk-based decision-making should dictate technology selection. For many standard wells, simpler methods may suffice; however, for high-risk wells (HP/HT, CO₂, and high potential cross-zone flow), advanced surveillance may be justified. 

Best practice considerations 

  • Define the frequency and triggers for data review and anomaly investigation (e.g., “if DTS temperature shift > X °C in Y h”, “if DAS acoustic event detected over threshold”). 

  • Ensure data from fibre optics or sensors is correlated with well barrier design data and previous verification results (see Sections 3 & 6). 

  • When implementing digital twins or ML tools, maintain transparency in the decision logic and ensure human oversight. 

  • Archiving, cybersecurity, and data integrity must be addressed in digital surveillance systems to ensure effective and secure operations. 

  • For future legacy reuse or audit, ensure that advanced surveillance data is stored and accessible for the required retention period, as specified by regulatory or operator policy. 

6. Post-Job Evaluation and Documentation 

Upon completion of the P&A operations and logging, a structured post-job evaluation must be conducted and documented to demonstrate that the installed barriers meet the design and regulatory acceptance criteria. 

Workflow: 

  1. Data Acquisition & Processing: Collate the primary operational records (cement placement volumes, slurry properties and pump profiles, placement pressures, top‐of‐cement (TOC) depth, etc.). Process the logging responses (CBL/VDL, ultrasonic, temperature/noise, etc.) and any pressure/mechanical test data (e.g., annulus pressure tests, plug tags, bleed‐down records). 

  2. Interpretation and Comparison: Interpret the logging and test results relative to the pre-job design assumptions, barrier envelope definitions (as per the well barrier schematic), and the defined acceptance criteria. Identify any deviations or anomalies (e.g., incomplete cement coverage, detected channels, pressure communication, dynamic flow signatures). 

  3. Root Cause Analysis: For any barrier element non-conformance or unexplained anomaly, initiate a root‐cause investigation to determine how the deviation occurred (e.g., cement placement shortfall, casing movement, formation washout, tool misinterpretation) and assess remedial options (e.g., squeeze cementing, additional plug placement, further testing). 

  4. Remedial Action & Verification: Apply any required remedial measures and conduct follow-up testing/logging as appropriate to confirm barrier restoration. 

  5. Final Documentation and Sign-Off: Prepare a comprehensive verification package that may include the following items: job summary, cementing records, pump charts, pressure test charts, logging raw/spliced data (in the file format defined by the operator), interpretation report, deviation log, root-cause report (if applicable), and formal sign-off declarations. The sign-off protocol should align with the operator’s well barrier management system and regulatory requirements for abandonment handover. 

  6. Record Retention: Store all documentation, raw data traces, interpretation reports, and sign-off records in the operator’s well integrity management system, accessible for audits and lifecycle surveillance in accordance with local regulatory requirements (see Section 2). 

Key points / best practice: 

  • Ensure that logging and test data are correlated with operational logs and the cement job book to provide a holistic verification of barrier performance. 

  • Deviations must be treated as formal non-conformances, documented, and closed only after remedial action is completed and verified. 

  • The verification package should clearly reference the barrier envelope scheme (primary and secondary barrier elements) and demonstrate that each required barrier element has achieved the defined acceptance criteria (or a justified deviation). 

  • All records should be retained for the mandatory retention period specified in the jurisdiction (e.g., 25–30 years or more) and be traceable, auditable, and accessible for future surveillance activities. 

7. Long-Term Integrity Monitoring Programs 

After the formal abandonment and verification of well barriers, a long-term monitoring plan (when required by jurisdiction or internal risk management) ensures that barrier performance remains stable and that any emerging integrity threats are identified and managed. The monitoring plan should be proportionate to the risk, considering the geological setting and the presence of sensitive formations (such as aquifers, CO₂ storage, and HP/HT gas zones). It should form part of the operator’s overall well-integrity lifecycle scheme. 

Monitoring regime elements may include (as appropriate): 

  • Instrumentation‐based monitoring: Deployment of fibre-optic systems (DTS/DAS), permanent annulus pressure/temperature gauges, micro-seismic sensors, and other downhole or near‐well sensors to track potential barrier degradation, annulus pressure build-up, thermally induced stress changes, or micro-flow signatures. 

  • Surface and remote surveillance: Periodic remote sensing (satellite methane/hydrocarbon detection, surface tilt/subsidence monitoring, satellite interferometry) and on-site surveys for wellhead integrity and subsidence or uplift. 

  • Periodic manual/rig-less inspections: Wellhead & well barrier condition checks, annulus pressure checks, and logging runs if indicated by anomaly detection, subsidence, or instrument alarms. 

  • Data archiving and review: All long-term monitoring data should be archived in accordance with the operator’s well integrity management system and local regulatory requirements. The review interval and retention period should be defined in the monitoring plan, aligned with the well’s risk category, expected lifecycle, and regulatory obligations. 

  • Trigger and response strategy: The monitoring plan should define alarm thresholds (for example, annulus pressure rise, thermal spikes, tilt > X mm, or remote methane detection) and an associated response plan including re-survey, downhole intervention or remedial action if required. 

Key best‐practice considerations: 

  • The frequency of surveys or sensor data review should reflect the well’s risk profile (e.g., gas‐prone, HP/HT, CO₂ storage, presence of shallow aquifers). Lower-risk wells may warrant less intensive monitoring, while higher-risk wells require increased surveillance. 

  • The monitoring data should be integrated into the operator’s well barrier and well integrity management system, with periodic reviews and updates to risk assessments, and linked back to the barrier verification records (see Section 6). 

  • Retention of long-term monitoring data and documentation should comply with the pertinent regulatory or operator policy (commonly 25–50 years or more, especially where CO₂ storage or environmental legacy obligations exist); however, actual retention periods should be confirmed with the relevant regulator or as specified in the license condition. 

  • Where remote or automated monitoring is used (e.g., fibre-optic or satellite systems), the operator should ensure data quality, calibration, and review protocols are established and maintained. 

  • A clear “alarm to action” process should be defined, including thresholds, responsibilities, and remedial workflows, for example: “If subsidence > 1.5 mm or tilt rate > 0.5 mm/month, then trigger re-survey within 30 days” (thresholds to be defined by operator based on risk and geology). 

8. Case Study: Delta-12 Post-P&A Verification 

Below is an illustrative case study of a high-pressure, high-temperature (HPHT) gas producer well (“Delta-12”), which was abandoned in 2023. It summarizes key verification results and highlights the interplay between barrier verification, logging, pressure testing, and risk modeling. Note: the specific numerical values are provided for example purposes; operator-specific values may vary and must be aligned with the project’s verification plan. 

  • Well background: Delta-12 was produced from a gas reservoir under HPHT conditions and scheduled for permanent abandonment in 2023. 

  • Barrier installation and logging

    • A full cement bond/variable density log (CBL/VDL) was conducted across the 9⅝″–13⅜″ annulus. Interpretation indicated approximately 98% of measurements met the predefined “good bond” threshold (for example, tool amplitude reduction criteria). 

    • Ultrasonic imaging of the annulus/cement interface revealed no continuous channels or detectable micro-annuli above the project threshold (e.g., < 0.05 mm gap equivalent). 

    • X-ray or high-resolution imaging (where available) confirmed the continuity of the cement sheath behind both the 9⅝″ and 13⅜″ casing strings. 

  • Pressure/bleed-down verification

    • After curing, a dual-packer isolation test was executed. The differential pressure across the plug zone was held at zero to negligible psi for 48 hours under bleed-down/work-load conditions, matching the project’s acceptance criteria of no measurable pressure communication. 

    • A negative‐test (draw-down) scenario showed no measurable fluid flow in the flowback phase, demonstrating the plug system’s resistance to inflow conditions. 

  • Risk modelling & digital twin

    • A digital twin model incorporating cement placement data, logs, mechanical loads, and barrier geometry estimated a probability of failure over 30 years of approximately 0.8 %. The well was classified as “Green – Class A1” per the operator’s risk matrix. 

  • Outcome/lessons learned

    • Barrier performance met all defined acceptance criteria, and the regulator accepted the verification package. 

    • The data highlight the value of integrated verification (cement logs + ultrasonic imaging + pressure tests + digital modelling) in managing HPHT abandonment projects. 

    • Key learnings included the importance of early cement evaluation logging, high-resolution imaging in complex wells, and linking verification results into the digital twin for long-term risk forecast. 

Key takeaway for training: 
This case demonstrates that in high-complexity wells, a multi-technology verification program, combined with risk modeling, can provide confidence in long-term isolation performance. For standard wells, simpler programmes may suffice—but the verification framework (design → placement → logging/test → modelling → documentation) remains the same. 

9. Cost, Time, and Emission Optimization Strategies 

In well abandonment and decommissioning operations, reducing cost, minimizing rig/operational time, and limiting greenhouse-gas (GHG) emissions are key strategic objectives. Optimization must, however, not compromise barrier integrity. The following strategies reflect industry best practices. Where specific percentages are provided, they should be viewed as illustrative, based on experienced projects rather than blanket guarantees. 

Key optimization strategies: 

  • Rigless or light intervention abandonment: Employing rigless well intervention (such as coiled tubing, wireline, or plug-and-abandon rigs) can reduce mobilization, personnel, and fuel/hour costs. Several operators report significant cost/time reductions (e.g., 30-50 % in specific projects) when wells are suitable for rigless execution. 

  • Pre-job modelling and simulation: Utilizing plug-and-abandonment design simulations, slurry placement modelling, and displacement sequence optimization enables the project to reduce non-productive time (NPT), avoid unnecessary cement volumes or remedial runs, and minimize the operational emission footprint. 

  • Integrated digital monitoring and remote QA/QC: Deploying remote monitoring, digital dashboards, real-time telemetry, and automated QA/QC enables fewer personnel on-site, reduced mobilization, and earlier detection of issues. For example, some projects have reported personnel reductions of 40-50% via digital supervision models — though actual savings depend on well location, logistics, and operator maturity. 

  • Technology substitution for time-intensive processes: For example, the use of fibre-optic monitoring, high-resolution cement evaluation logs, or advanced bridge plugs may reduce the risk of subsequent intervention and, therefore, rig time. While not eliminating intervention entirely, such technologies can reduce the need for follow-up runs. 

  • CO₂ / emission awareness and carbon reduction planning: Many abandonment operations are now considered from a GHG-emission perspective, as fuel consumption for rigs, boats/helicopters, cement manufacture, and placement, as well as surface monitoring, all contribute. Optimization plans may include fewer rig days, fewer flights/travel, lighter equipment, and improved scheduling. One study on well decommissioning noted that terrain elevation influenced cost (and thus by implication emissions): “for each additional 10 feet of elevation change in the 5-acre area surrounding each well site, decommissioning costs increased by roughly 3%.” 

  • Continuous improvement through data reuse: Capturing lessons learned, logging and operational data, and linking them to future P&A projects enables the standardization of efficient workflows, improved risk classification, and optimization of cost/time/emissions for subsequent wells. 

Best practice considerations: 

  • Perform a risk-based assessment: optimisation strategies should not compromise verification integrity or jeopardise long-term barrier performance. Savings must be justified against the risk of future remediation or environmental liability. 

  • When considering new technologies or remote operations, verify that performance (e.g., cement placement, bond logs, pressure tests) is not compromised. 

  • Ensure the project plan includes emission tracking (fuel usage, logistics, and cement/consumable carbon footprint) if reducing GHG emissions is an objective. 

  • Define clear metrics at the start of each abandonment project, such as target rig days, emissions reduction, cost baseline, and risk class. Monitor these and compare the actual results to the targets. 

  • Use standardized data capture and review lessons learned to feed into future abandonment projects; establishing a “library” of performance benchmarks enhances efficiency. 

  • Account for site-specific logistics (water depth, weather, access, and helicopter/boat support) – these factors significantly impact cost/time/emissions and may dominate the optimization potential. 

10. References and Industry Standards 

  • ISO 16530‑2 (2022) 

  • API RP 1006 (Draft 2023) 

  • NORSOK D‑010 Rev 5 (2021) 

  • BSEE CFR 250.1715 

  • SPE-209500 Cement Integrity Imaging 

  • OGUK Well Decommissioning Guidelines Issue 9 (2023) 

  • SPE 209382 (2023)