Search Documents

By Omar Conte, Roger Archabal

In recent years, numerous developers have invested in former deep quarry lake sites, particularly to develop massive new logistics and residential projects in South Florida. Due to the flat geology encountered, necessary construction materials (structural fill, sand, concrete aggregate, etc.) have been quarried from the upper limestone and sand layers encountered in the region. Considering the shallow groundwater, these quarry excavations have created numerous large bodies of water (“lakes”) over the decades. Restoration of these massive lake areas which are now dispersed throughout prime real estate is ideal for development. There is a strong incentive to restore these large lake areas due to the lack of available large tracts of land near Miami or Ft. Lauderdale. The redevelopment of these large and deep-water bodies has important geotechnical challenges that need to be addressed before finalizing the infrastructure and foundation design/construction. This paper will go over the investigation techniques utilized, the geotechnical evaluation, analysis, and soil improvement recommendations to allow for safe bearing support and to overcome the uncertainties associated with settlement potential.  Several geotechnical aspects need to be considered to effectively perform mass lake backfill. These include: 1) the pre-backfill site investigation, 2) understanding the lake bottom conditions and soil layering below the bottom, 3) backfill material selection and backfill methodology, 4) quality control/quality assurance during lake backfilling, 5) post-fill ground improvement (preloading, dynamic compaction, vibro-compaction) and foundation construction are some of the key aspects for these types of projects. The geotechnical findings and lessons learned from several massive lake backfill projects will be discussed in the paper. This includes sites with measured lake bottom sediment layers of up to 15 to 20 feet thick, resulting in consolidation settlement of nearly 3 feet during ground improvement/preload settlement monitoring. The paper will present some innovative exploration and laboratory techniques to obtain important geotechnical data to cost-effectively develop these massive areas.

Oct 7, 2024

By John Turner, Joseph Hakim, Peter Faust, Benjamin Turner, Michael K. Muchard

An overview is presented of a unique axial bi-directional load test performed on a 3.0-m diameter (118inch) drilled shaft in January 2023 in Tucson, Arizona as part of a bridge replacement project. The shaft was excavated using crane-mounted grab tooling, resulting in a slightly curved base and corresponding uncertainty about the nominal base resistance relative to a conventional flat excavation base. The shaft was approximately 80 ft long and the load assembly was installed about 8 ft above the base. The load assembly location was selected to balance the estimated axial resistance above and below the jacks, as is customary. However, the presence of a 13-ft thick layer of strongly-cemented caliche with unexpectedly high compressive strength (2.8 to 5.1 ksi) produced higher than anticipated side resistance above the load assembly, resulting in a very stiff reaction against which significant load was transferred to the bottom segment. The maximum test load of approximately 9,000 kips resulted in just 1/8-inch upward displacement of the top segment and 5.0 inches of downward displacement of the bottom segment when the jacks reached their maximum stroke. Mobilized unit side resistances for the top segment ranged from about 2 to 9 ksf. Mobilized base resistance was on the order of 75 ksf. Since a primary objective of the load test was to confirm unit base resistance exceeding the AASHTO limit of 60 ksf for refusal blowcount sand, the test was deemed very successful and allows significant optimization of drilled shafts for the project. The test results also confirm that a curved base resulting from grab tooling can generate significant base resistance.

Oct 31, 2023

By Matthew Paquet, George Aristorenas, Philip Shull, Mike Senior

The Long Slip Canal is located in Hoboken, New Jersey. To reduce flood risk and raise the site for future rail facilities, New Jersey (NJ) Transit constructed an extension to the Combined Sewer Overflow (CSO) and backfilled the canal. A significant challenge of the site was the compressibility of the soft marine clay in the canal during backfilling and impacts to adjacent CSO structures and an existing king-pile wall due to lateral spread of the clay. To limit impacts to the aforementioned structures when backfilling, NJ Transit’s designer specified soil mix ground improvement to be designed by the contractor. The contractor elected to Value Engineer (VE) the ground improvement with a pile-supported concrete Load Transfer Platform (LTP) to be constructed in the wet. Since the VE design bounded structures designed by NJ Transit’s designer, emphasis was placed on the impact of the VE design on adjacent structures. This paper will cover the unique aspects of this VE design and construction, including: comparison of the 2D and 3D Finite Element analyses, use of concrete to function as a LTP for underwater construction, and construction challenges in soft marine clays.

Oct 31, 2023

By Gerhard Lang

Due to the worldwide population growth, the development of sustainable infrastructure and the exploration of renewable energies play a key role. The increasing need for complex building structures involve the development of innovative deep foundation technologies. Conventional methods like bore piles reach their technical and economic limits under certain conditions. As an alternative, new mechanized technologies, mainly coming from the tunnelling industry, have been developed to overcome challenging mixed ground conditions, high groundwater tables or economic limits in greater depths. For more than 20 years, the mechanized Shaft Sinking technology (VSM) has been in operation to build foundation and shaft structures all over the world, for tunnelling projects or for intelligent underground parking systems. More than 100 circular shafts have been built with reinforced concrete lining, mainly through difficult, groundwater bearing soil, in depths of up to 115 meters. The VSM is completely remote-controlled from the surface and covers a diameter range from 4.5 to 18 meters. Offshore foundations, especially in non-drivable ground conditions and medium water depths require drilled installation methods. The Offshore Foundation Drilling (OFD) technology, based on the concept of a full-face tunnelling machine, enables a rapid and economically drilled installation of offshore foundations in variable ground conditions and rock strengths. In 2022, drilling works for the subsea installation of 73 monopile foundations have been completed with OFD for the St. Nazaire wind farm in France. With a drilling diameter of 7.7 m, this OFD equipment is currently the largest offshore drilling rig. This paper will present the mechanized technologies of VSM and OFD with their application fields and benefits to the construction industry.

Oct 31, 2023

By Bengt Fellenius

Hunter and Davisson (1969) wrote a pioneering paper that brought the presence of residual force and its consequence for pile load-transfer to the attention of the profession. The paper presented observations at the 1963 Lock and Dam 4 project of the Corps of Engineers, where, for one of the first times, strain-gage instrumentation was used in static-loading tests. The tests combined results from compression (push) tests with those of subsequent tension (pull) tests and presented an innovative analysis linking the results of compression and tension tests to determine the true load-transfer of the pile. The analysis established that driven piles are left with locked-in force-distribution—residual force—and that this force affected the evaluation of records from an instrumented static loading test. While the concluding recommendation that static loading tests should combine push and pull tests and the piles should be instrumented in order for the true load-transfer mechanism be determined was not that often followed by the profession, the paper certainly established the importance of the residual force. This paper adds additional insight by reanalyzing the original test records in terms of effective stress, as opposed to stress-independent method of the old times, and of pile movement as opposed to "capacity".

Oct 31, 2023

By Karen Dawson, Patricia Bennett

Designers and constructors of King County’s $275M Georgetown Wet Weather Treatment Station located in Seattle, WA, overcame classical Puget Sound Lowland geotechnical challenges to provide treatment of 70 MGD of combined sewer overflows (CSOs), provide 1.2 MG of CSO storage, and convey the treated effluent 1,600 ft to a new outfall in the Lower Duwamish Waterway. The site is underlain by over 200 ft of very soft to dense deltaic deposits with moderately high compressibility, low strength, and is susceptible to seismically-induced liquefaction. The industrial history of the area made contamination a consideration for deep foundation selection and restrictions on construction methods. This paper describes some of the key aspects of the project, including a water-holding structure able to tolerate more-thancommonly-accepted settlement by utilizing a robust reinforced concrete slab and relatively short rigid inclusions combined with load distribution mat, settlement monitoring and water preloading prior to constructing grade-sensitive features. Case history information is presented for construction of a nominal 100 ft diameter, 92 ft deep secant pile intake pumping station/equalization basin which utilized a 32 ft thick tremie seal to reduce construction dewatering risks.

Oct 31, 2023

By Kevin Baumgartner, Howard Perko

Common technologies for temporary and permanent support of excavations (SOE) include soldier piles and lagging, secant/tangent piles, slurry walls, and tie-back walls. This paper discusses an innovative technology consisting of helical soil nails with high tensile wire mesh facing.  This novel technology has been used on a number of SOE projects in recent years saving both time and money as well as providing a number of other benefits.  Case histories including Denver Bronco’s training facility, Pulliam Theater, a bridge abutment, and a train platform are presented.  This SOE technology is highly sustainable as both the mesh and soil nails can be removed and re-used, if desired.  The system avoids the need for concrete or grout, so it eliminates curing times and problems associated with field quality assurance and inclement weather placement.  Helical soil nails consist of central pipe or solid steel shafts with small diameter helices spaced over the entire length.  The length of the nails is typically on the order of the height of the excavation.  The nails are spaced relatively close together in rows to reinforce the earth.  The face of the excavation is held back using high tensile strength steel wire mesh over geo-fabric.  The mesh is stretched between the helical soil nails and fastened down using spike plates on the helical nail caps.  Both hand calculation and computer methods for design of this concrete-less alternative to the traditional SOE will be covered. The SNAP 2.0 computer program is used to determine factors of safety with regards to overturning, sliding, and bearing, among other checks.  Through practical applications and real-world calculations, this paper educates the reader on the proper design and application of the helical soil nail and high tensile mesh SOE system.  AutoCAD details and example plans are provided.

Oct 7, 2024

By Vijaya Rao Parigela, Jason Redgers, Bushra Khan

Ground Improvement was required for adoptable roads profile below the designated Rights of Way as part of infrastructure and streetscape works for an urban development project over an area of 500,000 m2 in the Emirate of Abu Dhabi in United Arab Emirates, UAE. The site is heterogenous with low-lying coastal profiles consisting of marine and wind-blown aeolian deposits followed by medium to stiff silty and clayey deposits and mudstone causing unacceptable settlements in the past to roads and associated structures. Exacting specifications from client and consultant included various requirements in terms of achieving bearing capacity, overall stiffness of ground, friction angle, relative density, and mitigation of any liquefaction risk for site based on local codes and standards. As such an extensive soil investigation campaign comprising of Cone Penetration Testing, CPTs carried out to ascertain individual CPT profile each representing an equivalent area of 2,000 Sq.m. Critical part was the site characterization which in this case, soil classification according to Robertson, 2012 was utilized. Thus, ground improvement scheme was prepared using High Energy Impact Compaction, HEIC (depth < 2.5m), Rapid Impact Compaction, RIC (depth < 4m) and Dynamic Compaction, DC (depth < 8m) as required to meet the compaction criteria in conjunction with the general contractor. Post compaction Cone Penetration Tests, CPTs and load tests were further evaluated to demonstrate performance. Overall works included predesign, execution and post testing and design verification to show compliance to specification in line with contract requirements.

Oct 31, 2023

By Kenichi Soga, Andrew Yeskoo

Distributed Fiber Optic Sensing (DFOS) allows the user to measure continuous strain and temperature profiles along an installed fiber optic cable. The technology has successfully been deployed for a range of geotechnical and geostructural applications, including monitoring&nbsp;of deep foundations This paper presents the results of a fiber optic sensing installation&nbsp;for the measurement of strain in a cast-in-drilled-hole (CIDH) foundation&nbsp;element during a top-down load test. DFOS is particularly suited to strain measurements during pile load testing as it can generate continuous strain profiles along the length of the pile, removing the need for interpolation between point-based strain gauges. The hypothesis is that continuous strain profiles allow insight and understanding of the true, non-idealized pile behavior during loading. A field trial was performed north of Sacramento, California, where a series of load tests were performed on sacrificial piles instrumented with fiber optic strain and temperature sensing cables. The fiber optic instrumentation design consisted of 4 vertical strain cables, as opposed to the more common 1 or 2 cables, allowing for the identification and analysis of non-uniform strain distribution across the pile at single depths. This non-uniform distribution has often been ignored through averaging&nbsp;or discarded as erroneous data, missing potentially real behavior within the pile. The fiber optic data was used to evaluate an independently identified outlier strain gauge reading and confirm the reading as valid, as well as identify bending behavior within the pile which contributed to non-uniform strain measurements across the pile. This research demonstrates the value of the use of DFOS for pile strain measurements and the benefit that it offers over point-based measurements and the interpolation that it necessitates&nbsp;between discrete readings.

Oct 7, 2024

By Guoming Lin, Yan Jiang

The Hutchinson Island ferry landing, a vital transportation hub located between the Savannah Convention Center and Westin Hotel, faced a critical infrastructure challenge on June 18, 2022, when the sheet pile bulkhead along the Savannah River experienced movement, resulting in a substantial crack in the brick-paved plaza. &nbsp;Immediate monitoring efforts commenced within two hours of the bulkhead disturbance, revealing progressive movements over the subsequent two weeks, leading to approximately ten feet of deflection and six feet of settlement behind the bulkhead. &nbsp;Subsequent repair work involved the extraction of 65-ft-long steel sheet piles. This investigation embarked on a meticulous review of the original design and construction procedures, followed by a comprehensive subsurface exploration program. &nbsp;The steel sheet piles were originally supported by drilled helical anchors, and the failure mode and pattern were closely scrutinized. &nbsp;Analysis of the pulled-out sheet piles revealed consistent shape and yield points. &nbsp;Computer modeling was conducted to replicate the actual deflection profile and yield point as verification of the soil parameters and design models. This paper presents the investigative findings, including an analysis of subsurface conditions and the most probable causes for the bulkhead failure. &nbsp;The results of the investigation have been instrumental in formulating design recommendations for the repair of the bulkhead system. &nbsp;By shedding light on the root causes of the failure, this research contributes valuable insights to the soil-structure interaction in the steel sheet pile design. Top of Form

Oct 7, 2024

By Shawna Munn, Katie Castelo, Dave Wiley

The City of Toronto is in the middle of &ldquo;The Big Move&rdquo;, a 25 year, $50B plan to address congestion in the Greater Toronto and Hamilton Area (GTHA). This includes 7 new subway or light rail transit lines in various stages of planning or construction, and corresponding major urban densification along major rail corridors in the city. This paper will show how transit infrastructure projects, and projects adjacent to major rail corridors in the GTA, are less economic due to prescriptive based design requirements compared to similar complexity local private projects. Using case histories from several recent projects, the paper will compare adjacent specification driven design and performance-based design examples to show the potential when leveraging performance-based design methodologies safely and effectively rather than a &ldquo;paint by numbers&rdquo; approach to design. The paper will describe the risk specification driven design parameters can have on design economy, constructability, and schedule, and outline proposed tendering methodologies for incorporating performance-based designs into contracts to limit risks to both Owners and Contractors.

Oct 7, 2024

By Finlay Leibrick, Muhammad Zaheer, Sourav Agarwal

Limited published information is available on the design guidelines for rock-socket friction of piles in Abu Dhabi, United Arab Emirates. The prevailing industry practice relies on empirical correlations between shaft capacity and the unconfined compressive strength proposed by various authors for the weak rocks. Pile load test results consistently indicate that current design methods underestimate shaft capacities. Despite this, optimization in rock socket lengths is rarely practised in local design and construction. This paper aims to share design experience with the local industry, proposing a suitable empirical correlation for preliminary rock-socket design. The goal is to assist colleagues in avoiding the uneconomical practices currently prevalent in pile foundation engineering in the Emirate of Abu Dhabi. The study analyses the results of eight bi-directional static load tests conducted on instrumented preliminary test piles with diameters of 750mm and 900mm. The test locations represent the typical geological formations found in Abu Dhabi. Maximum test loads ranged from 200% to about 600% of the design compressional loads, attempting to maximize shaft friction mobilization. The study compares the maximum mobilized shaft frictions within various rock units with corresponding characteristic unconfined compressive strength values. The findings suggest that the correlation proposed by Rosenberg and Journeaux (1976) may be suitable for the preliminary design of rock-socket friction of piles in Abu Dhabi, pending verification through preliminary load tests. This approach holds the potential to contribute to value engineering in foundation design and reduce construction costs.

Oct 7, 2024

By James Pegues, Ron Johnson

A solar facility in the western United States was sited within the footprint of a dry lakebed, or playa, with construction completed in 2016. Conventional geotechnical studies were performed prior to design and no unusual conditions or features were noted. The facility has unexpectedly experienced several episodes of ground fissure development after moderate to heavy rainfall events, the first somewhat isolated event occurring shortly after the facility was placed into service. Subsequent fissures developed in 2017 and 2022, with severity of the fissures and their impacts increasing each time, with the final episode resulting in fissure depths on the order of 30 feet. Initial fissure events primarily impacted site access. The 2022 event impacted site access, infrastructure, and solar array pile foundations. Various remedial measures were implemented to address the fissures, including CLSM backfill (2016) and the injection of epoxy-based urethane foam (2017). Prior to developing repairs for the 2022 event, additional studies were performed to evaluate the fissure formation including geophysical exploration, review of historical topography and aerial photographs, hydrologic modeling, and research. Mitigation of the 2022 feature included backfilling with granular backfill and sand-cement slurry and constructing surface water conveyance features to direct surface runoff away from the fissure.

Oct 7, 2024

By Christopher Stouffer, Stefanos Papadopulos, Siobhan O'Reilly-Shah, Pedro Espinosa

Treasure Island is located in the center of San Francisco Bay, between the active San Andreas and Hayward faults. Treasure Island was constructed in 1930s at the site of the Yerba Buena Shoals, a shallow-water area directly north of Yerba Buena Island, a natural island. It was constructed from sand fill dredged from the surrounding shoals, placed within perimeter rock dikes. The first phase of the Treasure Island redevelopment included (i) geotechnical ground improvement for 40 acres of land, 3,000 feet of shoreline, and a causeway that connects Treasure Island to Yerba Buena Island, (ii) construction of new infrastructure, (iii) preparation of building pads for mid-rise and high-rise buildings, and (iv) construction of a new transit hub with a ferry terminal, ferry pier, floats, and a breakwater A comprehensive geotechnical investigation was conducted to evaluate the ferry terminal site seismic and geotechnical hazards and provide foundation solutions for the near-shore and off-shore structures. The main geotechnical hazards include the presence of soft marine soils, strong seismic shaking, seismically induced soil liquefaction and lateral spreading, seismic shoreline instability, and kinematic loading on off-shore deep foundations. Deep foundations of the ferry pier, floats, and breakwater were designed to carry kinematic loads due to lateral spreading of the liquefiable offshore soil layers and for the effects of the soft marine deposits. In addition, the design of the ferry terminal at the shoreline included the evaluation of seismic stability of the ferry terminal abutment founded in an area that received deep soil mixing ground improvement. This paper details the geotechnical evaluations and mitigations for the various ferry terminal improvements.

Oct 31, 2023

By Soon-Hoe Chew

Deep Cement Mixing (DCM) is a well-established ground improvement technique renowned for its efficacy. It has been widely adopted due to its robustness and effectiveness in stabilizing weak or soft soils, thereby enhancing its applicability across various engineering applications. Traditionally, the quality assessment of Deep Cement Mixing (DCM) columns is reliant on post-curing coring test. Thus, it will not be able to give any indication on strength and permeability until later stage of curing, when coring tests are conducted. This delayed QA/QC hinders quick remediation when unsatisfactory strength or permeability values are obtained. This study advocates a proactive quality assessment methodology of the DCM columns, right from the initiation of the DCM process. On one hand, this approach provides an early warning which prompts for early intervention. On the other, this approach also allows for an early confirmation of the acceptance of the completed works. In addition, this approach can also reduce the number of coring tests needed. The proposed assessment methodology leverages real-time data of various operational parameters during the construction of each and every individual DCM column. By scrutinizing critical operational parameters, such as drilling rate, injection method and pattern (i.e. penetration or withdrawal injection), slurry flow rate, mixing duration, and termination criteria, extracted from real-time operational process, this study endeavours to establish correlations indicative of columns&rsquo; quality. Hence, the goal is to develop predictive models capable of pre-emptively gauging the quality of strength and permeability improvements, without the need of prolonged curing and coring test (or reduce the number). The meticulous analysis of these parameters serves as a benchmark to gauge the quality of the DCM columns constructed against predetermined design specifications.

Oct 7, 2024

By Jesse Rauser, Gavin Gautreau, Xin Peng

The field of deep foundation engineering is undergoing significant changes. Long reliant on established methods and expert judgment, the industry is now integrating data-driven techniques that are transforming how infrastructure is designed and built. This shift is not about abandoning proven practices, but about enhancing them with advanced analytics and data tools to improve accuracy, efficiency and adaptability in construction projects. Picture a worksite where decisions are made not just from experience, but also informed by data from previous projects and real-time analysis. This isn't a vision of the distant future but the reality of today's deep foundation projects. Data-driven techniques are being combined with engineering expertise, creating smarter and more reliable solutions that can handle the increasing demands for sustainable, resilient infrastructure. While traditional methods based on empirical data and experienced judg­ment have served the industry well, they are sometimes limited in ad­dressing modern challenges, such as evolving environmental regulations While traditional methods based on empirical data and experienced judg­ment have served the industry well, they are sometimes limited in ad­dressing modern challenges, such as evolving environmental regulations foundational engineering processes. These new techniques allow profes­sionals to analyze larger volumes of data to optimize designs, enhance decision-making and achieve better project outcomes.

Nov 1, 2024

By Sathya Subramanian, Jun Yuan Ryan Lee, Angelina Yi Tian Theng, Kai En Low, Soon-Hoe Chew, Yeow Chong Tan, Kai Yang Toh, Pei Ling Goh

Conventional Quality Assurance and Quality Control (QA/QC) methods for Cement Bentonite (CB) walls rely on destructive coring, which is carried out at specific curing times like 28 days or 91 days. The key parameters determined are strength and permeability. Hence, the conventional methods will not be able to give any indication on strength and permeability until later stage of curing. This delayed QA/QC hinders quick remediation when unsatisfactory strength or permeability values are obtained. To address this limitation, this study utilizes non-destructive resistivity monitoring system to provide indications of the parameters at early days of curing. By continuously assessing resistivity of CB at various depths, this method aims to provide predictive indicators of long-term strength and permeability, enabling proactive interventions before the conventional 91-day coring, if needed. A comprehensive case study is presented, which includes scaled model in a laboratory, as well as a actual measurement in the field. The large-scale laboratory setup models the actual thickness of the CB wall in the field (0.8 m). Specially designed and fabricated resistivity devices are installed in the laboratory setup, and two sections in the field CB wall. Findings show that in terms of resistivity development with curing time, the field resistivity continuous monitoring data displays a similar trend to those resistivity measurements conducted in the laboratory-scaled model. Cored samples were also taken in the laboratory and field at specific curing time of 91 day. The resistivity correlated well with the cored samples&rsquo; strength and permeability values.&nbsp;

Oct 7, 2024

By David Eley

Coastal communities continue to be at risk with sea levels rising. Along these coastal shorelines, vegetated marshes and ridges provide habitat for wildlife and resiliency against storm surge and erosion in low-lying areas. Often, spoils from maintenance dredging of harbors and rivers are placed in confined disposal sites (impoundments), providing little benefit to the environment. Reusing these spoils to restore low-lying marsh areas that are disappearing because of sea level rise, storm damage, sediment deficits, and other natural and manmade processes is growing trend. Design and construction using dredged sediments in a coastal environment can be challenging. It is critical to design and place fill in sensitive habitats in a controlled, thoughtful manner that enhances the environment. Low dikes are often used to contain fill, which is typically excavated and placed using a hydraulic dredge. These dikes are long linear features, often in a marsh environment, and can be difficult to construct. During construction, the project team (contractors and designers) must understand that these are controlled fill projects, with elevation targets and containment requirements. Distribution of sediments to meet project goals typically requires regular movement of the dredge outfall and monitoring during construction to prevent over-topping of containment dikes, and ensure sufficient fill has been placed to meet project objectives. Dredged sediments can be a renewable resource to restore coastal areas when used in projects that are designed and constructed correctly. In this paper, we will discuss design considerations, construction challenges and construction monitoring, including innovative instrumentation, that can help enhance the sustainability and resiliency of low-lying coastal communities.

Oct 7, 2024

By Jason Huang, Thamer Yacoub, Steve Chai

RS-GPT (Rock and Soil Generative Pre-Trained Transformers): Large Language Model solution for geotechnical engineering applications.&nbsp; Seok Hyeon Chai[1], Jason Huang [2], Sina Javankhoshdel [3], and Thamer Yacoub[4] 1,2,3,4 Rocscience, Toronto, Canada steve.chai@rocscience.com The use of Natural Language Processing (NLP) in the field of engineering seems complex with many applications which require calculations and engineering judgements. Large Language Models (LLM) have been successfully presented to be one of the most effective solutions in many specific fields such as arts and literature, to finance, to even software development. However, the use of LLM in the field of Civil Engineering and specifically in Geotechnical Engineering has not been discussed often compared to the other fields of expertise that utilize the functionalities of Application Programming Interfaces (API) of OpenAI. This paper aims to cover the details of the framework and breakdown of how LLMs can be used to train a domain-specific dataset, specifically related to settlement analysis, ground improvement, to slope stability analysis and provide results that are generated from a fine-tuned model with the dataset of research papers and technical documents provided by geotechnical engineers. The paper presents three folds: introduction for LLM models with pre-trained models, and choice of the models used. Then, the paper discusses the fine-tuning process of the LLM model with a domain-specific database. The paper provides benchmarks and metrics for performance of the model using the technique called Recall-Oriented Understudy for Gisting Evaluation (ROGUE) for validation of the outputs by comparing the result with prompt-completion pairs.&nbsp; With sufficient data for the prompt-completion pairs from the experts in the field and also from the scientific literature and localized technical documents, the LLM model trained with data related to the geotechnical engineering domain provides reasonable responses that otherwise would not have been achieved with the original ChatGPT LLM model. This paper introduces innovative way to manage current database of geotechnical documents and literature that can be optimized to be used with&nbsp;LLMs.&nbsp;&nbsp;The paper provides discussion of the comparative results and the future potential capabilities of its fine-tuned model.&nbsp; Key words: Large Language Models (LLM), ChatGPT, Civil Engineering, settlement analysis, slope stability analysis, fine tuned models, APIs with OpenAI.

Oct 7, 2024

By Brent Robinson, Matthew Baudo

Matthew Baudo and Brent Robinson PIle Dynamics, Inc. Circular and rectangular deep foundation elements are commonly tested by thermal integrity methods. A multiphysics model was adapted using COMSOL to evaluate the effect on thermal measurements of the size and extent of soil and weak concrete inclusions. The temperature change as measured by nearby wires for small intrusions into the reinforcement cage at and between thermal measurement locations, exposed reinforcement and full cross section contamination are modeled. The modeled temperature versus depth results are analyzed directly as well as using the interpretation recommendations combining placed concrete volume and measured temperature by Piscsalko et al. (2016). A comparison to field measurements is also included.&nbsp;

Oct 7, 2024