4.1. Bibliographic Studies
A total of 616 patents were selected for a comprehensive review of innovations related to cement bond logs. Among these, 448 (72.9%) are patent applications, while 167 (27.1%) are granted patents. This distribution indicates that a substantial portion of technologies in this domain remain under examination, suggesting that many innovations are still in development. The high number of pending applications implies that new technologies may emerge once these patents are approved, reflecting a dynamic and evolving field.
Figure 5 shows the number of patent documents categorized by their publication year. In this figure, the light green bars represent granted patents that were published in a given year and later approved, while the dark green bars represent patent applications published but not yet granted. The data for 2024 are partial, reflecting only documents published up to the search date of 12 September 2024. This visual differentiation highlights the varying stages of innovation—granted patents have passed formal examination and been awarded legal protection, whereas applications are still under review. Patent activity was relatively low between 2005 and 2008, but began to increase steadily from 2009, especially for granted patents. The highest number of pending applications occurred in 2015, with 42 filings, while only 8 patents were granted that year. This discrepancy may be attributed to delays in the examination process at patent offices, which can prolong approval times. The highest peak in granted patents occurred in 2019, with 19 patents, marking a significant year for innovation in well integrity technologies during the review period of 1 September 2004 to 1 September 2024.
Overall, the predominance of patent applications over granted patents reflects an ongoing commitment to research and development in cement bond logging. While many technologies are still awaiting formal protection, the granted patents represent mature innovations that have successfully met legal and technical criteria. This trend underscores the industry’s strong focus on advancing tools to improve well integrity evaluation.
The Venn diagram in
Figure 6 illustrates the distribution of the 167 granted patents across five technology categories related to cement bond logs: Wave (A), Electrical (B), Radiation (C), Neutron (D), and Other Tools (E). Each of these technologies plays an important role in the evaluation of well integrity, as previously introduced in
Figure 3. Among the 167 patents, the largest number—42 patents (25.1%)—falls under the Other Tools (E) category. This category includes tools that are either unspecified or advanced well-logging systems not classifiable under traditional categories. The size of this group suggests a rising demand for specialized and adaptable systems capable of addressing complex well integrity challenges. Following this, Wave-based technologies (A)—which include sonic and ultrasonic tools—account for 37 patents (22.2%), reaffirming their central role in acoustic-based evaluation. Electrical tools (B), which include resistivity and electromagnetic systems, make up 31 patents (18.6%). Neutron-based tools (D), used primarily to assess porosity and hydrogen content, comprise 19 patents (11.4%). Finally, Radiation tools (C), such as gamma-ray and X-ray instruments, represent the smallest share, with 10 patents (6.0%).
The Venn diagram also reveals that many tools integrate multiple technologies, indicating a trend toward multi-functional systems that provide more comprehensive evaluations. In total, 28 patents (16.8%) exhibit overlaps between technology categories, representing inventions that incorporate two or more diagnostic approaches for well integrity assessment. The most frequent overlap occurs between Radiation and Neutron tools (C ∩ D), comprising 13 patents (7.8%). These tools often work in tandem to analyze formation density and porosity, providing critical insights into subsurface conditions. Another notable overlap is between Electrical and Other Tools (B ∩ E), which account for 4 patents (2.4%), followed by Wave and Electrical tools (A ∩ B) with 3 patents (1.8%), and Wave and Other Tools (A ∩ E) with 2 patents (1.2%). These combinations reflect the development of hybrid logging tools aimed at improving the accuracy and depth of integrity evaluations. Other overlaps include Wave and Radiation tools (A ∩ C), Wave and Neutron tools (A ∩ D), and Radiation and Other Tools (C ∩ E) found with 1 patent (0.6%) paired for comprehensive evaluation.
Moreover, two patents (1.2%) integrate three technologies simultaneously—Wave, Radiation, and Neutron (A ∩ C ∩ D)—demonstrating a more sophisticated approach to well evaluation. One patent (0.6%) includes a rare integration of four technologies: Wave, Electrical, Radiation, and Neutron (A ∩ B ∩ C ∩ D), offering a holistic solution for integrity assessment. Such multi-functional tools are designed to reduce costs while increasing accuracy, particularly beneficial in harsh environments like deep or offshore wells.
Figure 7 illustrates the comparison between multi-functional and single-function tools. A total of 28 patents demonstrates the integration of multiple technologies, while the remaining 145 patents are categorized as non-overlapping—each using only one technology type.
While wave-based tools remain a dominant technology, the increasing number of patents that integrate multiple diagnostic approaches highlights a significant industry shift toward more versatile, high-performance well-logging tools.
Figure 8 presents a Venn diagram showing the distribution of 167 granted patents across four material categories relevant to cement bond log evaluations: formation, cement, casing, and borehole fluid. These categories represent the primary well components assessed using various cement bond log technologies. The analysis reveals that a significant majority of these patents—100 out of 167, or 59.9%—are focused on evaluating formation. This trend reflects the industry’s strong emphasis on formation evaluation as a critical aspect of maintaining well stability and zonal isolation. In contrast, the other material categories are represented by a considerably smaller number of patents. Borehole fluid appears in only 6 patents (3.6%), casing in 4 patents (2.4%), and cement in just a single patent (0.6%). The remarkably low number of patents focusing solely on cement may suggest that cement evaluation is often conducted in conjunction with other materials, particularly casing and formation, rather than as an independent objective. Such a pattern points to a potential underrepresentation of standalone cement-focused technologies in the current innovation landscape. This outcome stems from a deliberate classification choice made during the review process. Since many modern well integrity tools assess multiple material interfaces, such as cement, casing, and formation, within a single system, patents were classified under “multi-material” unless they demonstrated a clear emphasis on cement. This method helps to avoid inflating counts in single-material categories and ensures each patent is categorized according to its primary diagnostic objective.
The Venn diagram in
Figure 8 also highlights several overlaps between material categories, indicating the presence of tools designed to evaluate multiple well components simultaneously. The most frequent overlap, involving 24 patents or 14.4%, is between cement and casing. This suggests that many tools aim to ensure the quality of the cement-to-casing bond, which is crucial for the structural integrity and sealing capability of the well. The second most common overlap involves formation and borehole fluid, found in 17 patents (10.2%), highlighting the importance of evaluating the interaction between rock structures and fluid presence, particularly during drilling and completion phases. Other notable overlaps include nine patents (5.4%) that assess both formation and casing, demonstrating a focus on the interface between geological structures and mechanical well components. A smaller number of patents evaluate combinations such as formation and cement (2 patents, or 1.2%) and cement and borehole fluid (3 patents, or 1.8%), indicating that certain material pairings are considered relevant for specific evaluation goals. Interestingly, only one patent (0.6%) addresses the simultaneous evaluation of three components—formation, cement, and casing—while no patents were found that evaluate all four materials together. This absence suggests an opportunity for innovation in developing fully integrated tools capable of simultaneously assessing formation, cement, casing, and borehole fluid.
To better understand how many tools evaluate single versus multiple materials,
Figure 9 compares the number of patents with single-material and multi-material focus. Out of the 167 granted patents, 56 (33.5%) are designed to assess more than one material, while the remaining 111 patents (66.5%) focus on evaluating only one component. This indicates that although most tools are specialized, there is a growing interest in multi-functional systems capable of offering a more comprehensive view of well integrity. It is important to note that the material classification is independent of the number of technologies integrated within a tool. While some tools categorized under multi-functional technologies combine several sensing methods, their material focus is determined solely by the well components explicitly targeted for evaluation within the patent. This ensures that a tool assessing only formation, even if multi-functional technologically, is counted under the single-material category for formation.
This analysis shows that formation evaluation is the dominant focus among granted patents, reflecting the industry’s recognition of its importance in securing well stability. Cement, casing, and borehole fluids are comparatively underrepresented as standalone targets, which suggests that they are often assessed alongside other components. The relatively small number of patents addressing multiple materials points to a technological gap in fully integrated evaluation systems—highlighting an area for future innovation in cement bond logging technologies.
Figure 10 presents three charts that illustrate the distribution of patent activity across countries based on primary filing jurisdiction rather than the nationality or corporate headquarters of applicants. Any patent initially filed through the United States Patent and Trademark Office (USPTO), for instance, is attributed to the United States, regardless of whether the applicant is a domestic or foreign entity. This approach reflects where legal protection was first sought, offering insight into regional filing preferences and strategies. These charts cover (A) published patents, including both granted and pending applications; (B) patent applications only; and (C) granted patents. Chart A shows that the United States has the highest number of published patents related to cement bond logs, with 309 patents (50%), followed by the World Intellectual Property Organization (WIPO), which accounts for 204 patents (33%). Although WIPO is not a country, it plays a crucial role in facilitating international patent applications under the Patent Cooperation Treaty (PCT). Through this system, inventors can file a single application that is recognized in multiple countries, serving as a gateway for global protection before entering national or regional phases [
44]. In addition to the United States and WIPO, other notable contributors include China (7.0%), Canada (1.8%), and European patents (3.2%). European patents are granted by the European Patent Office (EPO) and can be validated in multiple European countries such as Germany, France, and Italy under a unified system [
58]. These figures highlight the regions where innovation in cement bond log technologies is actively being pursued and disclosed.
Chart B focuses on patent applications that are still under review and not yet granted. WIPO holds the largest share of these applications, with 204 filings (45%), which indicates that many international submissions remain in the preliminary phase, pending examination by national patent offices. The United States follows with 177 applications (39%), a proportion that aligns with its overall leadership in published patent volume. This divergence between high WIPO application volume and lower numbers in granted patents is expected, as WIPO itself does not grant patents. Instead, it acts as an initial international filing platform through the PCT system. Applications must then enter national phases, where they undergo substantive examination. Therefore, the WIPO numbers reflect the early stages of patent life cycles, while granted patent data—such as that from the USPTO—represents technologies that have passed formal scrutiny and received legal protection.
Chart C narrows the focus to granted patents, offering insight into technologies that have successfully passed legal and technical scrutiny. The United States leads again, with 126 granted patents (75%), reinforcing its central role in cement bond log innovation. This figure includes all patents for which the USPTO served as the primary filing office, regardless of the applicant’s country of origin. As a result, both domestic applicants and foreign entities choosing to file through the USPTO are reflected under the U.S. category, ensuring consistency across all charts when analyzing jurisdictional trends. Following the United States, European patents accounts for 9.6% and Russia 7.8%. Other countries contribute smaller shares, including Canada (2.4%), Australia (1.8%), China (1.2%), and Saudi Arabia (1.2%). These results indicate that while international contributions exist, the United States remains the dominant source of legally recognized inventions in this field.
Together, the three charts in
Figure 10 provide a clear overview of the global distribution of patent activity related to cement bond logs. The data highlight the technological leadership of the United States, the strategic importance of WIPO as a filing route for international protection, and the procedural realities that lead to discrepancies between application volumes and granted patent counts. These trends suggest both a strong pipeline of emerging innovations and a need to support broader global engagement in patent prosecution, especially in underrepresented regions.
The limited participation of certain countries in patent filings may reflect several underlying factors. First, resource constraints, including limited funding for R&D and restricted access to proprietary subsurface data, can hinder the capacity of organizations in developing countries to pursue patentable innovations in well-logging technologies. Second, national innovation agendas may prioritize different areas of the energy sector, such as renewable energy development or upstream exploration, resulting in lower investment in downhole diagnostic tools like cement bond logs. Third, smaller or less mature oil and gas markets may rely on imported technologies rather than developing domestic solutions, reducing the incentive to file patents locally. Finally, the procedural complexity and cost of patent prosecution, especially under the PCT system, can deter participation from entities with fewer legal and administrative resources. These factors together may explain the regional imbalances observed in
Figure 10 and highlight the need for targeted support to expand global engagement in oilfield technology innovation.
Figure 11 presents the distribution of granted patents in the field of cement bond logs according to the type of applicants. As shown in
Figure 11A, the vast majority of granted patents—163 out of 167 (97.6%)—are owned by companies, reflecting a dominant role of industry in driving innovation in this domain.
Figure 11D further details the leading corporate applicants, with Schlumberger Technology Corporation holding the highest number of granted patents at 53, followed by Halliburton Energy Services Inc. with 41 patents, and Baker Hughes Incorporated with 13 patents. These figures underscore the competitive engagement of major oilfield service providers in developing proprietary well-logging technologies.
By contrast, universities and research institutes collectively hold only 2 patents (1.2%), as illustrated in
Figure 11C. Among them, Southwest Petroleum University is listed as the owner of U.S. Patent 11965412B1 [
59], while a collaboration between the Massachusetts Institute of Technology and The Board of Regents of the University of Oklahoma holds U.S. Patent 8380437B2 [
60]. Similarly, only 2 patents (1.2%) are owned by individual inventors, as shown in
Figure 11B. These include Durrand Christopher with U.S. Patent 8061443B2 [
61], and Teague Philip, who owns EP Patent 3685196B1 [
62].
This overwhelming dominance of company-owned patents suggests that innovation in cement bond log technologies is largely industry-driven. The complexity, cost, and long development timelines associated with such technologies likely require substantial institutional resources and sustained investment—factors that are typically within the reach of large corporations rather than individuals or academic institutions. From a commercial perspective, companies are motivated to secure patent protection not only to safeguard their investments but also to prevent competitors from replicating their inventions. The relatively limited participation of universities and individual inventors highlights a potential gap in academic engagement and independent contributions to this field. Bridging this gap could be facilitated through increased collaboration between academia and industry, which would allow for knowledge sharing, interdisciplinary innovation, and broader participation in the development of new evaluation tools for well integrity. By fostering such partnerships, the sector could benefit from fresh perspectives and research capabilities that complement the industrial expertise and infrastructure of corporate entities.
Figure 12 shifts the focus to the inventors listed in the granted patents. In patent documentation, inventors are those who initially contribute to the development and submission of the invention, while the owners—often the companies—are the legal rights holders once the patent is granted. As shown in
Figure 12, the leading inventors include Donderici Burkay, who is credited with 8 patents, followed by Sinha Bikash K, Rose Sandip, and San Martin Luis Emilio, each with 5 patents. These inventors are part of the 144 total patents attributed to named individuals, even though the ownership lies with their employers.
This structure reflects the collaborative, team-based approach typical of corporate R&D environments. Companies invest in and retain technical experts to drive continuous innovation, particularly in the highly specialized and competitive area of well logging. The presence of prolific inventors within corporate teams indicates a systematic effort to harness in-house expertise to maintain technological leadership and address industry-specific challenges in well integrity assessment.
Table 5 presents the annual distribution of granted patents related to cement bond log technologies across different technology categories from 2005 to 2024. The table highlights both the total number of patents granted each year and the specific categories to which they belong, providing insights into the evolution of innovation in this field over time. In the early years, between 2006 and 2009, patent activity was relatively low. For instance, only one patent (0.6%) was granted in 2007, while nine patents (5.39%) were granted in 2008. Most of the patents granted during this early period fell under the Other Tools category, with five patents (11.9%), and included two multi-functional tools (7.14%). The minimal presence of radiation- and neutron-based tools during this time suggests that innovation in these specific technologies had not yet gained momentum. A notable increase in patent activity began around 2010, with a consistent upward trend that peaked in 2019, when 18 patents (10.78%) were granted—the highest annual count in the dataset. That year marked a significant rise in innovation, particularly in wave-based tools, which accounted for six granted patents (16.21%), and in multi-functional tools, with three patents (10.71%). These numbers reflect an intensified focus among inventors on developing tools that combine acoustic sensing capabilities or integrate multiple diagnostic methods to address the increasing complexity of well-integrity challenges.
Throughout the 20-year period, the most active category has been Other Tools, which represents 42 granted patents (25.15%). This group typically includes tools that fall outside conventional classifications or involve integrated, smart, or adaptive logging systems. The sustained patent activity in this category indicates an ongoing search for novel solutions that go beyond traditional single-mode evaluation tools. The Wave-based category follows closely, with 37 granted patents (22.16%), underscoring the continuing relevance of sonic and ultrasonic techniques in wellbore evaluation. These tools remain a cornerstone of cement bond log assessments due to their ability to detect micro-defects and assess bonding quality between casing, cement, and formation. Electrical tools account for 31 patents (18.56%) over the review period, indicating steady interest in the use of resistivity and electromagnetic methods, especially in formation evaluation. This may reflect the perceived accuracy and adaptability of electrical tools in identifying formation properties and evaluating the presence of borehole fluids.
The year-by-year breakdown in
Table 5 highlights not only the overall growth in patent activity but also the shifting focus of innovation toward more versatile, accurate, and integrated logging tools. The continued emergence of wave-based and multi-functional tools demonstrates a strong industry drive to improve diagnostic precision and operational efficiency in well integrity assessments
Table 6 presents an overview of granted patents categorized by material type—formation, cement, casing, borehole fluid, and multi-material evaluations—from 2005 to 2024. This breakdown offers insights into which well components are most frequently targeted by innovation in cement bond log technologies over time.
Across the 20-year span, formation emerges as the most frequently addressed material, with 100 patents (60%) out of 167. This strong focus indicates the industry’s sustained interest in evaluating formation conditions to ensure structural stability and zonal isolation. The highest number of formation-related patents was recorded in 2019, with 11 patents (11%), coinciding with the overall peak in granted patents across all categories. This suggests that formation evaluation was a key driver of technological innovation during that year. The multi-material category accounts for 56 patents (33.53%), highlighting a growing trend toward integrated evaluation tools capable of assessing multiple components simultaneously. These tools offer operational efficiency by reducing the need for multiple passes or separate tools, and are particularly valuable in complex well environments. The multi-material category shows consistent activity across the years, with notable peaks in 2019 (6 patents), 2022 (7 patents), and 2023 (6 patents), reflecting ongoing efforts to improve the comprehensiveness and cost-effectiveness of well logging solutions. In contrast, the number of patents focused solely on cement and casing remains low. Only one patent (0.60%) was granted for cement in 2015, while casing is addressed in just four patents (2.40%) over the entire period. This low representation may be explained by the fact that cement and casing evaluations are often conducted in conjunction with formation assessments, and are therefore classified under the multi-material category rather than as standalone evaluations. The borehole fluid category also remains relatively underrepresented, with only six patents (3.60%). The data suggests that while formation remains the dominant focus, there is a clear and rising interest in multi-functional tools that can assess various material interactions in a single run. This evolution aligns with industry needs for more integrated, efficient, and accurate diagnostic solutions. Meanwhile, the limited number of patents addressing cement, casing, or borehole fluid independently may indicate an area where further dedicated innovation could be beneficial, particularly if such components are treated as distinct challenges rather than components bundled into composite evaluations.
Taking together with the insights from
Table 5, which focused on technological categories,
Table 6 helps map the progression of innovation across both tool types and evaluation targets. These trends are useful in identifying where current research and development are concentrated and in highlighting opportunities for future technological advancements in cement bond log design.
4.2. Technology Updates
The technology updates highlight innovations in cement bond logging technologies through analysis of the 167 granted patents. To provide clarity and depth, the updates are organized based on the underlying technological approach: wave-based, electrical, radiation-based, neutron-based, other specialized tools, and multi-functional systems, with each category reflecting a distinct trajectory of technological development, showcasing how specific sensing mechanisms and tool configurations have evolved to address challenges in well integrity evaluation. The number of patents discussed in each category is proportional to the volume of patents captured, while also taking into account the diversity of innovation, industry relevance, and representativeness. Specifically, selected patents span a balance of early foundational inventions, recently granted patents, highly cited patents, and patents with large family sizes. Although some categories, such as multi-functional tools, contain fewer patents overall, they receive focused attention due to their rising prominence in integrated well-logging solutions. This structured approach offers a balanced and meaningful perspective on technological evolution across the spectrum of CBL innovations.
4.2.1. Wave Technology
One of the earliest advancements in wave-based technology for cement bond logging is documented in US Patent 7337068 B2, granted in February 2008 [
63]. This invention utilizes acoustic waves to detect anomalies in the cement bond and casing structure. As illustrated in
Figure 13a, acoustic signals are transmitted through the wellbore, and their reflections are captured over time to produce a waveform. These waveforms reveal how sound waves behave at various depths and interfaces within the well, allowing engineers to identify weak cement bonds by observing disruptions or irregularities in the reflected signal. A smoother waveform typically indicates a stronger bond, while distortions suggest poor bonding or voids. Since this tool evaluates both casing and cement, it falls under the multi-material category as well as wave technology, and it marked a significant step forward in improving early detection of well integrity issues.
A subsequent innovation in this category is described in US Patent 7516015 B2, granted in April 2009 [
64]. This patent introduced a method for assessing the strength of cement bonds using acoustic data, as shown in
Figure 13b. The system operates by transmitting labeled acoustic signals (such as signal 31 in the diagram) through the wellbore to measure how waves propagate through different materials—cement, casing, and formation. The speed and behavior of wave transmission provide insights into material properties and bonding conditions. The faster and more stable the wave propagation, the more accurate and timely the diagnosis of subsurface defects. This real-time data enables engineers to identify cracks or debonded zones early, reducing the risk of serious failures. Notably, this patent has 16 citations, making it one of the most highly referenced wave-based patents, which reflects its importance in shaping future research and technological development in the industry.
Another key contribution to wave technology is US Patent 7663969 B2, issued in February 2010 [
65]. This patent presents an advanced method that combines both acoustic and Lamb waves to evaluate bonding between the cement, casing, and formation. Lamb waves are particularly effective for detecting defects in thin layers, making them ideal for inspecting surface-level imperfections at the casing–cement interface. As shown in
Figure 13c, the tool emits acoustic and Lamb wave signals within the wellbore, and the reflected signals from key zones—denoted as Z1 and Z2—are analyzed to determine the bond quality. Like the earlier patent US 7516015 B2 [
64], this tool offers real-time feedback, but it improves upon previous designs by enhancing precision in identifying small-scale defects in critical bonding areas. The ability to detect such surface flaws is essential for preventing long-term structural failure.
While these three early patents laid the foundation for wave technology in cement bond logging, subsequent patents—some with the highest family counts—indicate the widespread international adoption and ongoing refinement of these core principles. These innovations demonstrate the importance of wave-based tools in delivering accurate, real-time diagnostics essential to ensuring well integrity in increasingly complex drilling environments.
Furthermore, US Patent 9348052 B2, granted in May 2016, represents one of the most widely recognized innovations in wave technology, holding the highest extended family count in this category with 23 related filings [
66]. This means that the core invention has either been granted or filed in 23 different jurisdictions, reflecting both its commercial value and international adoption. As illustrated in
Figure 14a, this technology utilizes X-dipole and Y-dipole transmitters to emit directional acoustic waves capable of detecting micro-cracks, weak cement bonds, and defects in the casing. A key component of this tool is a ring structure, which enables the capture of acoustic wave propagation in multiple directions. This feature enhances the ability to detect defects with greater precision and provides real-time diagnostic data on cement bond and formation conditions. The widespread family filings highlight the tool’s reliability and acceptance as a trusted method for detecting micro-defects, thus playing a vital role in preserving well integrity.
The second-highest family count in the wave technology category is held by US Patent 11208884 B2, granted on 28 December 2021, which has an extended family size of 16 [
67]. This patent introduces an advanced acoustic array signal processing system for monitoring fluid movement and detecting cracks in the cement–casing bond. As shown in
Figure 14b, the system includes acoustic sensors (labeled 100) installed within the wellbore to track fluid dynamics and identify potential defects (labeled 120) in the surrounding cement layer (108). These sensors can detect early signs of fluid leaks (124) before they escalate into more serious integrity issues. The innovation is capable of capturing high-resolution acoustic data, which offers clear and detailed imaging of defects, making it easier for engineers to identify minor anomalies. Its elevated family count underscores the operational relevance and practical reliability of this approach in the field.
Another key patent in wave-based acoustic monitoring is US Patent 9546548 B2, granted on 17 January 2017, which stands out for having the highest citation count, with 24 citations by subsequent patents [
68]. This indicates the foundational impact of this invention on later developments within the field. The system utilizes high-resolution acoustic wave technology to detect cracks and discontinuities within the cement and casing. As illustrated in
Figure 14c, an acoustic source (118) is lowered into the wellbore to emit waves that pass through surrounding materials, including the casing (104) and cement (108). The returning signals are captured by an interrogation system (120), which processes and converts them into actionable data. An acoustic source controller (116) is used to manage wave generation, ensuring accurate and consistent signal transmission. This method offers real-time, high-fidelity data acquisition, making it especially effective in deep or complex wells where traditional monitoring techniques may lack sensitivity. Its high citation count reflects the patent’s significant influence, as it has served as a technological reference point for subsequent innovations in acoustic well integrity assessment.
Together, these patents represent the most impactful and widely adopted contributions to wave-based cement bond log technologies. Their high family counts and citation metrics indicate both global applicability and scientific relevance, reinforcing the importance of acoustic systems in advancing real-time, high-precision well evaluation.
The most recent advancement in wave-based cement bond log technology is described in US Patent 11994642 B2, granted in May 2024 [
69]. This patent introduces a cutting-edge acoustic system designed to enhance the detection of flaws in the cement and casing of oil and gas wells. As illustrated in
Figure 15a, the system deploys wireline acoustic tools into the wellbore to transmit and receive acoustic signals. These signals travel through the well structure and reflect off interfaces, allowing engineers to detect anomalies in the cement, casing, and even the surrounding formation. The surface equipment (130) processes these returning signals in real time to identify issues such as fluid leaks. The integration of real-time, high-resolution data acquisition with acoustic sensing enables faster and more accurate decision-making by field engineers, significantly reducing the risk of well integrity failure. What sets this technology apart from earlier systems is its ability to combine precision acoustic monitoring with real-time evaluation, making it especially valuable in complex and high-risk well environments.
Another recent innovation is described in US Patent 11899153 B2, granted in February 2024 [
70]. This patent introduces an advanced guided-mode beamforming technology, aimed at improving downhole data acquisition and signal clarity. As depicted in
Figure 15b, a wireline acoustic tool (50) is lowered into the wellbore and equipped with one or more transmitters that emit acoustic signals toward the casing (70) and cement (80). The reflected signals are captured by a receiver array, which identifies defects or fluid leaks within the well structure. A key component of this system is the controller (110), which dynamically adjusts the amplification levels and timing of signal processing to optimize performance based on the downhole conditions. This targeted, adaptive approach allows the tool to focus acoustic energy on specific materials, yielding more accurate and real-time data. Compared to older methods, this system delivers superior precision, particularly in challenging or high-pressure environments where detailed evaluations are critical.
The third recent patent in this category is US Patent 11892590 B2, granted in February 2024 [
71], which introduces an advanced sonic slowness-based system for evaluating fluid types in tight reservoirs. Unlike previous methods focused solely on structural integrity, this technology leverages compressional (P-wave) and shear wave (S-wave) velocity measurements to analyze subsurface rock and fluid properties. As shown in
Figure 15c, the system is built around a robust computing framework (802) that processes real-time acoustic data captured by sonic tools. The processor (805) handles computational tasks, while the database (806) stores measurement data. The application module (808) uses this input to predict the type of fluid—such as gas, oil, or water—present in the formation. A key feature is the integration of networked data acquisition (803), which enables simultaneous monitoring from multiple well locations. This real-time, distributed sensing architecture enhances engineers’ ability to make timely and accurate decisions, especially in geologically complex environments. The combination of sonic evaluation and real-time computation represents a substantial step forward in fluid diagnostics for modern reservoir management.
These three recent patents demonstrate the ongoing innovation in wave-based technologies for well integrity evaluation. They reflect a shift toward real-time, high-resolution, and computationally integrated systems, which enhance the precision, speed, and scope of cement and formation monitoring in modern well environments.
4.2.2. Electrical Technology
One of the earliest granted patents under the electrical category is US Patent 7555390 B2, issued in June 2009 [
72]. This patent introduces a multipass resistivity logging system that allows for repeated measurements at different radial depths within the borehole. The key advantage of this system is its ability to collect time-lapse resistivity data, enabling engineers to better understand fluid saturations, filtrate losses, and formation properties as drilling progresses. As illustrated in
Figure 16a, the tool (labeled 40) travels through the borehole (33), collecting resistivity measurements which are then transmitted to a processing circuitry (51) and a computing module (100). These components work together to analyze the data and estimate properties such as water and oil saturation in the formation. By logging resistivity across multiple passes, this tool enhances the resolution and accuracy of formation evaluation and supports better-informed decisions in wellbore management.
Another significant innovation in this category is US Patent 8112227 B2, granted in February 2012 and owned by Baker Hughes Incorporated [
73]. This patent holds the highest extended family count (32) among electrical tools, and has been cited by 20 other patents, making it both widely adopted and influential. As shown in
Figure 16b, the system features a resistivity logging tool (labeled 2) designed to measure electrical properties across biaxially anisotropic formations. The surrounding earth layers are denoted as 4A, 4B, 4C, etc., indicating distinct formation zones. Central to the invention is an induction mandrel unit (8) that houses transmitter and receiver coils. These coils are used to induce and detect electromagnetic fields in the formation, allowing the system to estimate anisotropy and resistivity in complex geological structures. The patent’s high family count reflects its international relevance, and its extensive citation record affirms its foundational role in the advancement of modern electrical logging technologies.
The third notable invention is US Patent 9547100 B2, titled “Multi-Array Laterolog Tools and Methods with Differential Voltage Measurements,” granted in January 2017 [
74]. This patent introduces a multi-array laterolog resistivity tool, which is designed to acquire resistivity measurements from multiple depths simultaneously. As depicted in
Figure 16c, the system utilizes a combination of center, guard, and monitor electrodes to emit and collect a series of electrical currents for differential voltage analysis. These currents are modulated across different frequencies, improving measurement stability and resolution. A key advantage of this tool is its ability to function during drilling operations, making it particularly valuable for real-time formation evaluation. The patent’s extended family size of 22 reflects its widespread acceptance and the tool’s utility in diverse drilling environments.
In addition to resistivity and induction tools, US Patent 9273548 B2, granted in March 2016, represents a notable innovation in electromagnetic-based formation evaluation [
75]. Titled “Fiberoptic Systems and Methods for Detecting EM Signals,” this patent holds the highest citation count in the electrical category, having been cited by 20 other patents. The system transmits electromagnetic energy into the formation, which induces electrical currents in conductive rock materials. These currents generate resistive heating, which is detected using fiberoptic sensors integrated into the tool. The inclusion of fiberoptic detection enhances the resolution and accuracy of the system by measuring the thermal response associated with current flow. This dual-sensing approach—combining EM field measurements and fiberoptic thermal sensing—enables more detailed formation characterization, improving engineers’ understanding of subsurface conditions and fluid pathways. Its high citation count reflects its significance as a foundational reference in the evolution of downhole EM sensing technologies.
Continuing the trend of advancement, US Patent 11953639B2, granted in April 2024, introduces a novel calibration system for resistivity logging tools [
76]. As shown in
Figure 17a, the calibration procedure begins by positioning the tool in open air to collect baseline measurements. The tool then acquires data from various angles and distances to fine-tune its performance before being deployed downhole. Once placed in the underground environment, the tool uses the calibration data to continuously self-adjust during logging operations. This approach improves the accuracy and reliability of resistivity readings, particularly under harsh or variable conditions, and helps reduce measurement errors in real time.
The second latest innovation in this category is described in Saudi Arabia Patent 5224402 B1, granted in March 2024 [
77]. This patent presents a system that uses electromagnetic imaging tools to determine the mud angle, which refers to the orientation of drilling mud relative to the wellbore. As depicted in
Figure 17b, the tool collects EM measurement data from within the well and compares it across a range of angular positions. It then identifies the angle that best fits the observed data, thereby providing engineers with more accurate imaging of subsurface formations and fluid-mud interactions. This technology is particularly valuable for geosteering and wellbore stability assessment in real time.
Together, these electrical technology patents illustrate the progression of resistivity- and electromagnetic-based tools in cement bond logging. Each system offers increasing sophistication in data acquisition, signal processing, and formation interpretation, enabling engineers to assess material properties, monitor well conditions in real time, and enhance decision-making accuracy—particularly in complex or anisotropic geological environments.
4.2.3. Radiation Technology
Radiation-based tools, particularly those employing gamma-ray techniques, have long been recognized as crucial instruments for evaluating casing and cement integrity in oil and gas wells. These technologies are valued for their non-invasive capabilities, providing engineers with critical information without disturbing the well infrastructure.
The earliest innovation in this category is RU Patent 2309437 C2, titled “Device for Examining Cement Ring Behind Casing String in Wells and Main Pipelines”, published in October 2007 [
78]. This patent introduces a system using a gamma-radiation source and detector to assess the quality of the cement ring behind casing strings. The tool tracks the interaction of gamma rays with the cement and records the reflected signals to identify any voids or weak bonds. This technique ensures accurate cement evaluation and has become widely used in geophysical well research. The principle is conceptually similar to that of US Patent 9546548 B2, which also analyzes radiation reflections to assess bonding integrity.
US Patent 10185052 B2, granted in January 2019, holds the highest extended family size among radiation-based tools, with 11 related patents filed internationally [
79]. This patent presents a gamma-ray backscatter tool for evaluating both casing and cement conditions. As shown in
Figure 18, the tool emits radiation beams that penetrate the surrounding layers and uses multiple detectors to capture backscattered gamma rays. The resulting data allows for detailed, layer-specific analysis of material placement and bonding. The tool’s non-invasive design ensures it can safely collect subsurface data without damaging the wellbore—a major advantage in high-pressure or aging wells.
US Patent 7925483 B2, granted in April 2011, has received the highest citation count among radiation technologies, cited by 25 other patents [
80]. This system utilizes natural gamma-ray logging to evaluate geological formations within the wellbore. By measuring ambient radiation, it can distinguish between formation layers, bed boundaries, and other subsurface features. The tool is also capable of generating 3D visualizations of the borehole environment, offering a more complete understanding of geological structures. Although this system also integrates electrical tools, its primary innovation centers on gamma-ray detection and its role in formation characterization.
The most recent advancement is represented by US Patent 11384630 B2, granted in July 2022, which has the highest family size of 18 for radiation tools [
81]. This patent introduces a novel approach for verifying gravel pack and cement placement using natural low-level gamma radiation. Gravel packs are critical for preventing sand ingress in production wells, and the ability to confirm their correct installation is essential for well integrity. The system involves lowering a gamma-ray detector into the well to compare real-time data with historical reference measurements. Additionally, Monte Carlo simulations are used to model various gravel pack geometries, significantly improving the accuracy of material placement assessment. This tool enhances confidence in wellbore sealing and contributes to leak prevention during oil extraction.
Together, these radiation-based technologies showcase a clear trajectory of innovation, evolving from early gamma-ray detectors to advanced simulation-integrated systems. Each development emphasizes improved precision, reliability, and operational safety, reinforcing the vital role of radiation logging in modern well integrity evaluation.
4.2.4. Neutron Technology
Neutron-based tools play an essential role in well logging, particularly in assessing fluid movement, formation porosity, and gas saturation. These tools operate by emitting neutrons into the wellbore and surrounding formation. As the neutrons interact with various atoms, they induce nuclear reactions that produce secondary gamma rays, which can then be analyzed to infer important subsurface properties.
The earliest invention in this category is US Patent 7705292 B2, granted in April 2010 [
82]. This patent introduces a system that uses a pulsed neutron generator to measure mud flow velocity and other downhole parameters. The tool emits neutrons into the borehole fluid, which in turn causes the fluid to emit gamma rays. These gamma rays are detected at set distances from the neutron source, allowing the system to calculate how long the fluid takes to travel between detectors. This transit time enables the tool to determine both the flow rate of the borehole fluid and estimate the porosity of the surrounding rock. The key innovation lies in the activation of borehole fluid through neutron bombardment, followed by gamma-ray detection, yielding valuable real-time insight into dynamic fluid behaviors within the well.
The first Russian patent listed in this section, RU Patent 2411551 C2, was granted in 2011 and holds the highest extended family count in the neutron category, with 21 related filings [
83]. This system applies pulse neutron logging to evaluate gas saturation and pressure within the formation. Like US 7705292 B2, this tool uses a pulsed neutron source, but its objective differs—it is primarily concerned with formation analysis rather than borehole fluid. As shown in
Figure 19a, the tool includes a neutron source (101) and three gamma-ray detectors (105, 106, 107) positioned at different distances to measure the time-based gamma-ray emissions from neutron interactions with surrounding media. The tool also employs a Monte Carlo simulation framework to model gas saturation without depending on high-speed neutron transport data. This simulation capability, paired with real-time acquisition, provides more robust and accurate formation evaluation. The broad international patent family highlights the widespread applicability and influence of this technology.
In 2012, US Patent 8299420 B2 introduced a refinement to neutron logging through the use of neutron shielding to improve measurement accuracy [
84]. The system, illustrated in
Figure 19b, features a neutron source (32), two detectors (34 and 36), and a shielding system (38) placed axially between them. The shielding is designed to block direct neutron paths from the source to the detectors, ensuring that only scattered neutrons from the formation are measured. This significantly enhances the precision of the collected data by eliminating background noise and interference. The patent has been cited 9 times, making it the most referenced neutron patent in this dataset and emphasizing its importance in ensuring measurement reliability during well logging operations.
Among the latest advancements, US Patent 11906691 B2, granted in February 2024, focuses on improving neutron-based measurements by accounting for mineral and kerogen content in the rock formation [
85]. In this system, the neutron logging tool is first deployed to measure neutron interactions with the formation. These measurements are then complemented by infrared spectroscopy, which estimates the organic material concentrations—such as kerogen—at various depths. This multi-modal analysis provides a more accurate representation of formation properties, allowing engineers to differentiate between hydrocarbon-bearing zones and non-productive rock with greater confidence.
Another recent innovation is US Patent 11573349 B2, granted in 2023, which introduces a method to improve neutron porosity measurements by factoring in the borehole environment’s impact [
86]. As shown in
Figure 19c, the system emits neutrons from a source labeled nG, which interact with the formation and produce both inelastic scattering gamma rays and thermal capture gamma rays. Two detectors (PD and FD) capture these gamma rays, and the system calculates the ratio between inelastic and thermal capture signals. This dual-ratio approach improves the accuracy of porosity estimation by providing a clearer distinction between fluid-filled and mineral-filled pores. The method is particularly useful in complex or variable borehole conditions where traditional porosity measurements may yield uncertain results.
Figure 19.
(
a) Measurement of Formation Gas Pressure in Cased Wells with Use of Pulse Neutron Logging, patent (RU 2411551 C2) [
83], (
b) Neutron Shielding for Downhole Tool, patent (US 8299420 B2) [
84], and (
c) Borehole Compensation During Pulsed Neutron Porosity Logging, patent (US 11573349 B2) [
86].
Figure 19.
(
a) Measurement of Formation Gas Pressure in Cased Wells with Use of Pulse Neutron Logging, patent (RU 2411551 C2) [
83], (
b) Neutron Shielding for Downhole Tool, patent (US 8299420 B2) [
84], and (
c) Borehole Compensation During Pulsed Neutron Porosity Logging, patent (US 11573349 B2) [
86].
Collectively, these neutron-based innovations demonstrate the expanding capabilities of pulsed neutron systems in formation and fluid analysis. From measuring mud flow velocity to evaluating gas saturation, kerogen content, and porosity, the field has evolved toward more accurate, shielded, and multi-parameter tools, enabling a deeper understanding of downhole environments and enhancing operational decisions.
4.2.5. Other Tools Technology
This category covers patents that do not fall neatly into conventional classifications (wave, electrical, radiation, neutron, or multi-tool) but still introduce critical innovations for evaluating well integrity through novel sensing, control, or analytical techniques.
The earliest and most highly cited patent in this category is US Patent 7350568 B2, granted in April 2008, which has been cited by 79 other patents [
87]. It introduces a method of logging a well using a drill bit equipped with an array of electronic sensors. Although the specific sensing technology is not specified, the tool employs an electronic array capable of both emitting and receiving energy to scan the surrounding formations. As illustrated in
Figure 20a, the drill bit (113) emits radiation patterns (601) that scan in three dimensions, enabled by the combined action of multiple sensors (152). The system allows directional control of energy beams, either rotationally or in 3D space, providing high-resolution scanning of formation resistivity. This non-standard approach significantly contributes to real-time well evaluation and supports more informed drilling decisions.
Also granted in 2008, US Patent 7403857 B2 introduces a method based on azimuthal-dependent measurements for formation characterization [
88]. A rotating downhole logging tool is equipped with sensors that capture formation resistivity, density, and acoustic velocity at varying angles. The system incorporates advanced signal processing techniques—such as low-pass, high-pass, and band-pass filtering—to generate high-resolution images and detect structural anomalies. This rotational and filtered measurement process provides enhanced diagnostics for complex formation geometries. US Patent 7436185 B2, granted in October 2008, describes a pad-based logging tool designed to measure formation density and lateral resistivity with high precision [
89]. Shown in
Figure 20b, the tool maintains stable contact with the borehole wall using a pad assembly (108). A gamma-ray detector (101) measures density, while an electrode on the same pad assesses resistivity. The design includes mass isolation bands (126a and 126b) that prevent tool mass interference near the electrode, enabling the tool body to function as a bucking electrode. This design allows for improved signal integrity and more accurate well integrity assessment.
EP Patent 3071789 B1, granted in 2020, holds the highest family count in this category with 23 related filings [
90]. This system introduces a borehole logging method that uses pressure sensors to monitor pressure variations with depth, aiding in fluid leakage detection. The tool also integrates a gamma radiation detector, allowing correlation between pressure anomalies and formation structure. This fusion of mechanical and geophysical data improves boundary mapping and supports early identification of structural failures or zonal breaches.
Figure 20.
(
a) Logging a Well, patent (US 7350568 B2) [
87], (
b) Highly Integrated Logging Tool, patent (US 7436185 B2) [
89], and (
c) Method and System for Integrating Logging Tool Data and Digital Rock Physics to Estimate Rock Formation Properties, patent (US 9507047 B1) [
91].
Figure 20.
(
a) Logging a Well, patent (US 7350568 B2) [
87], (
b) Highly Integrated Logging Tool, patent (US 7436185 B2) [
89], and (
c) Method and System for Integrating Logging Tool Data and Digital Rock Physics to Estimate Rock Formation Properties, patent (US 9507047 B1) [
91].
In 2016, US Patent 9507047 B1—also with 79 citations—introduced an innovative approach by integrating well logging data with digital rock physics [
91]. As depicted in
Figure 20c, a wired logging tool (15A) acquires in situ data, while a sidewall core retrieval tool (15) collects rock samples (17). These are scanned using Scanning Electron Microscopy (SEM) (19), producing detailed images (21) of pore and grain networks. A processing system (26) then analyzes the structure and compares the results to the logging tool’s measurements. This approach enhances the accuracy of formation property estimates and supports more informed drilling decisions.
In addition, US Patent 8380437 B2, granted in 2013, has received 39 citations, reflecting its notable influence in the field [
54]. Jointly owned by The Board of Regents of the University of Oklahoma and The Massachusetts Institute of Technology, this patent introduces a method utilizing geochemical logging tools to evaluate formation properties. The system is deployed in the wellbore to measure mass percentages of rock minerals and porosity, with collected data transmitted to an onboard processor. The processor calculates mineral densities and uses this information to derive elastic coefficients such as Young’s modulus and Poisson’s ratio. These parameters are critical in assessing the mechanical strength and elasticity of subsurface formations. By predicting how the rock will respond to mechanical stress during drilling, this method supports safer and more efficient well construction, making it a valuable contribution to the integrity assessment toolkit.
Further advancing the category, Saudi Arabia Patent 522441310B1, granted in May 2024, introduces a multi-sensor array system designed to detect fluid migration and structural defects in cement and casing layers [
92]. As shown in
Figure 21a, the tool incorporates multiple types of sensors, including pressure sensors and detectors (123), to monitor the condition of cement (108), casing (106), and surrounding formation (104). The system’s real-time monitoring is enabled by advanced data processing algorithms integrated into surface units (130, 142), allowing engineers to detect anomalies instantly. The system is also equipped with wireless communication capabilities, making it suitable for high-pressure environments, and is optimized for energy efficiency, minimizing the need for manual intervention. This comprehensive system exemplifies the latest generation of well integrity tools that combine precision sensing, automated diagnostics, and efficient data transmission.
US Patent 11965412 B1, granted in April 2024, represents another recent contribution, developed by Southwest Petroleum University [
53]. This method focuses on assessing the long-term integrity of the cement sheath, a critical barrier in maintaining zonal isolation. The approach integrates laboratory testing and scanning electron microscopy (SEM) to analyze physical degradation in cement under simulated downhole conditions. Two types of samples—unstressed blanks and pressure-exposed controls—are compared to observe structural changes over time. High-resolution SEM imagery is used to detect early signs of cracking or damage, providing a detailed, non-destructive evaluation of the cement sheath. This system enables engineers to assess deterioration trends and take preventive action, thereby improving the long-term stability of wells. Another significant innovation is found in US Patent 11965996 B2, granted in April 2024, which integrates seismic waveform inversion with machine learning to enhance well integrity evaluation [
93]. As depicted in
Figure 21b, seismic traces (205) are recorded as they propagate through the formation (202) and casing (203). Specific zones (e.g., cell 204) are analyzed using a model that combines seismic and well log data to detect potential issues such as fluid migration or cement failure. This hybrid method allows for real-time monitoring and early detection of subsurface anomalies, significantly improving upon conventional seismic interpretation techniques. It enables engineers to better understand formation-material interactions and supports more proactive well management strategies.
These recent patents demonstrate the ongoing innovation in well integrity diagnostics, particularly in areas of multi-sensor integration, advanced imaging, machine learning, and real-time subsurface monitoring. They reflect the industry’s shift toward more intelligent and automated systems capable of delivering high-resolution, immediate insights into the structural health of the wellbore and surrounding formations.
4.2.6. Multi-Tools Technology
Multi-functional well-logging tools represent an important innovation in well integrity evaluation, enabling the integration of multiple sensing modalities—such as neutron, gamma-ray, electromagnetic, acoustic, and X-ray techniques—into a single platform. These tools improve the accuracy, efficiency, and real-time performance of subsurface diagnostics.
The earliest patent in this category is US Patent 7328106 B2, granted in 2008, which also holds the second-highest family count of 16 [
94]. This system combines radiation and neutron tools to correct density logs affected by casing. As shown in
Figure 22a, the tool comprises a gamma-ray source (11), density detectors (13, 16, and 17) at varying distances, and neutron sensors (12) to measure formation porosity. The gamma-ray source emits radiation that interacts with formation materials, with denser materials scattering more radiation. These scattered signals are detected to determine formation density. The neutron data is then used to adjust and correct the density readings, effectively compensating for casing influence. This enables precise gas detection and supports improved well condition monitoring.
US Patent 7532984 B2, granted in 2009, is the second-earliest multi-tool patent [
95]. It integrates carbon/oxygen (C/O) logging, a radiation-based method using inelastic neutron scattering, with neutron porosity tools to determine hydrocarbon content in formations. The system measures the C/O ratio to estimate oil volume and uses neutron data to assess gas volume. Together, these readings are used to calculate hydrocarbon saturation and density value (CDV), providing a robust evaluation of formation fluid content and behavior. A significant advancement is seen in US Patent 8392120 B2, granted in 2013, which has the highest family size of 17 in this category [
96]. This tool uses neutron activation analysis to evaluate fracture geometry. As depicted in
Figure 22b, the system introduces a vanadium material into the fracture. When activated by neutrons (from neutron source 22), the material emits gamma radiation. Detectors 21 and 23 placed above and below the neutron source measure the spectral gamma rays, which are used to determine fracture shape and extent. The tool is also capable of real-time, multi-parameter evaluation, enhanced by advanced simulation models, reinforcing its status as a comprehensive, multifunctional logging system.
The most highly cited multi-tool patent, US Patent 7408150 B1, granted in 2008, has received 32 citations [
97]. This invention combines pulsed neutron capture measurements, neutron transmission, gamma-ray detection, and data modeling into a unified system to determine thermal capture cross-sections of formations. By comparing modeled data to measured responses, it provides accurate insights into formation properties, supporting a complete formation evaluation workflow.
US Patent 9097820 B2, granted in 2015, is the second most cited patent in this group with 18 citations [
98]. It introduces a look-ahead formation evaluation tool that integrates acoustic and electromagnetic sensing. As illustrated in
Figure 22c, the system includes acoustic sources and receivers (51, 52, 53), a microprocessor (55) for velocity processing, a transducer (64), and a mud-pulser (64a) for surface communication. It also incorporates electromagnetic sensors to assess deeper formations. This tool enables real-time ahead-of-bit analysis, which is critical for proactive decision-making during drilling.
Among the latest inventions, US Patent 11892591 B2, granted in February 2024, applies machine learning to enhance well logging analysis [
99]. As shown in
Figure 22d, the system uses an X-ray source (101) and detector (102) to collect scattered X-ray data, which is processed through a machine learning model to predict casing thickness, formation density, and wellbore fluid composition. This tool supports multi-modal input, integrating data from various sensors to enhance wellbore integrity evaluation.
Figure 22.
(
a) Method of Correcting Density Logs for Presence of the Casing, patent (US 7328106 B2) [
94], (
b) Method and Tool for Determination of Fracture Geometry in Subterranean Formations Based on in situ Neutron Activation Analysis, patent (US 8392120 B2) [
96], (
c) Look Ahead Advance Formation Evaluation Tool, patent (US 9097820 B2) [
98], and (
d) Method for Predicting Cased Wellbore Characteristics Using Machine Learning, patent (US 11892591 B2) [
99].
Figure 22.
(
a) Method of Correcting Density Logs for Presence of the Casing, patent (US 7328106 B2) [
94], (
b) Method and Tool for Determination of Fracture Geometry in Subterranean Formations Based on in situ Neutron Activation Analysis, patent (US 8392120 B2) [
96], (
c) Look Ahead Advance Formation Evaluation Tool, patent (US 9097820 B2) [
98], and (
d) Method for Predicting Cased Wellbore Characteristics Using Machine Learning, patent (US 11892591 B2) [
99].
US Patent 11822038 B2, granted in 2023, is the second latest invention in this group [
100]. It introduces a multi-frequency electromagnetic tool to measure formation wettability and contact angle by analyzing electromagnetic wave interactions with porous media. The system uses mechanistic modeling to select optimal frequencies for specific formations, improving measurement precision and supporting multiparameter formation assessment.
Lastly, EP Patent 3685196 B1, granted in November 2022, is the third most recent innovation in this category [
62]. It combines voxelated X-ray imaging with ultrasound inversion modeling to generate 3D geometric density maps of the wellbore. The tool integrates X-ray, neutron porosity, and wave-based data, and can operate in both wireline and logging-while-drilling (LWD) modes. Its use of advanced imaging makes it particularly effective for cement integrity evaluation, enhancing the detection of potential anomalies within the well structure.
Together, these multi-tool patents illustrate the evolution toward integrated, intelligent, and high-precision evaluation systems. By combining multiple technologies within a single platform, these tools improve diagnostic reliability, reduce measurement uncertainties, and offer a comprehensive view of well integrity across varied subsurface environments.