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By Valerie Vasquez, Howard Perko

Construction of large-scale battery energy storage systems (BESS) is becoming prevalent throughout the United States to meet demands of the electric grid and optimize effectiveness of alternative energy sources. Helical pile foundations are regularly used for support of battery containers and transformers.  This type of foundation system is reuseable and sustainable, and is advantageous because of its ability to carry high axial loads at relatively low cost. This paper presents multiple case histories of BESS supported on helical pile foundations and explores the design and implementation aspects of helical piles. Case histories include several sites in Texas, one in Mississippi, and one in Nevada. The quantity of individual BESS units at each site ranged from approximately fifty to two-hundred.  Each individual unit was supported on six or eight helical piles, resulting in thousands of helical piles utilized across all sites. For design, the feasibility of using helical pile foundations is first considered by review of the site-specific geotechnical report.  A boring analysis is constructed. If the project site is suitable for helical pile foundations, an initial helix sizing is performed. Given the dimensions and weight of the BESS units and environmental factors, the required helical pile loads and layout is developed. Helical pile capacity can be verified based on torque correlations. To confirm the helical pile design is acceptable, test installation programs are implemented at each site. The purpose of the test is to measure the depth at which the required installation torque is achieved. Based on the data collected, helical pile length is optimized across the subject site. If site grading has not been performed prior to the test installation, adjustments are made to account for expected cut/fill. This method of optimization through field testing results in an economic and speedy foundation system for rapid deployment of BESS.

Oct 7, 2024

By Liz Smith

The I-35 NEX project is a $1.6 billion design-build in northeast San Antonio in an area with known karst features. The project involves single-column, nonredundant, large diameter shafts that support an elevated highway. This case history describes the site reconnaissance, field investigation, design evaluations, and construction challenges. 

Oct 7, 2024

By Michael Arnold, Oliver Kaden, Cyril Bou Sleiman

In the framework of the Herbert Hoover Dike Rehabilitation project, BAUER Foundation Corp. had been tasked with the installation of 17.5 miles (28 km) of seepage cutoff wall distributed over three task orders.  The cutoff wall is 50 to 65 feet (15 to 20 m) deep and minimum 24 inches (0.61 m) wide. Beside numerous connections to existing concrete structures and existing cutoff wall segments, the work included the connection of the cutoff wall to three utility pipes at pump station S-131: one 96-in (2.44 m) diameter corrugated metal pipe (CMP) and two 48-in (1.22 m) steel pipes. The cement deep soil mixing method of Cutter Soil Mixing (CSM) has been used to install the wall.  The contract documents stipulated the use of jet grouting for all pipe connections.  The large diameter and the deteriorated state of the CMP caused the contractor question whether it would be feasible to meet strict contract requirements for the interface utilizing jet grouting methods. The contractor prepared a value engineering cost proposal (VECP) to avoid jetting around the CMP. The proposal included an excavation shored using sheet piling and soldier piling, partial removal of the CMP, jet grouting below the CMP, reconnection of the CMP, backfilling with controlled low strength material (CLSM), jet grouting around the steel pipes and finally CSM tie-ins into the CSLM block and jet grout cutoff wall. The paper introduces the project, the existing conditions, the geotechnical site conditions and the requirements specified by USACE.  It describes the pursued approach, the equipment used, and auxiliary measures needed to facilitate the approach.  Strength and permeability results are presented. The paper also discusses challenges encountered and related lessons learned.

Oct 7, 2024

By Jonathan Ernst, John Regan, Leo Hart

Originally built in 1856, the existing bridge carries 5 railroad tracks servicing MNRR and AMTRAK and spanned over Atlantic Street in Stamford, CT providing two (2) lanes of traffic beneath the bridge.  Replacement of the bridge was driven by several factors including age, traffic improvements to widen the narrow underpass to service 5 lanes of traffic and increase headroom beneath the bridge to reduce restrictions on larger vehicular traffic.  The proposed pile supported bridge abutments were designed to be constructed while keeping all 5 railroad tracks in service, creating a need for individual jumpspan girder systems beneath each track.  A temporary excavation support system (SOE) design was included in the Contract  and consisted of drilled H-piles soldier piles and bracing with bolted connections.  GTR re-designed the SOE system to accommodate low headroom restrictions and constructability issues associated with track outages and site logistics.  Several key factors were to be considered for the SOE system: (1) headroom restrictions beneath catenary systems, (2) train axial, lateral, braking and traction forces, (3) headroom during pile cap construction, (4) integrating the SOE system to accept the “jump span” bridge components, and (5) Phased construction considerations.  To address these factors, GTR designed an SOE employing drilled micropile load bearing soldier piles with internal bracing to tunnel beneath the active railroad traffic.  This SOE scheme was successfully installed in low headroom conditions beneath existing  catenary lines in five (5) phases and included an innovative pre-fabricated bearing connection “top hat” to accept the jump span bridge.  Each phase of work was successfully installed and completed to support each active railroad track in five - 9-day outages. To achieve the required excavation support, a detailed phasing plan was required to support each adjacent track as subsequent jump span bridges were installed.  Although tedious excavation and bracing installation process was required, supporting the railroads required a robust system to ensure the safety of the workers and rail traffic alike.  After the SOE and jump span bridges were installed, the abutment foundations were constructed beneath the jump span bridges and between the SOE’s. Careful analysis and planning allowed for the creation of an accurate and precise system to support the axial and lateral train pressures while performing the required construction under the rail traffic.  This paper presents a unique case study of the “tunneling” beneath active railroad tracks utilizing a temporary support of excavation system to construct proposed pile supported abutments.

Oct 7, 2024

By Jerry Dimaggio, Ahmad A. Alhasan

With the increased vulnerability of transportation infrastructure to extreme events, resilience of transportation and infrastructure assets has become more critical. The term geotechnical asset applies to all infrastructure features constructed on, in, or of soil and rock. Depending on a specific application, a “geotechnical asset” may serve as a foundation of an asset, the asset itself, or both. This extent and variability of type (walls, slopes and structural foundations) makes them the most critical and challenging assets to manage and maintain. Moreover, geotechnical assets are vulnerable because of the number of internal asset variables and their susceptibility to accelerated moisture, erosion, and environment-related changes, which directly or indirectly impact the asset performance. This paper discusses the workflow and components of a recently developed resilience-based design framework of geotechnical assets. The core concept in Resilience-Based Design is to model the asset performance over time including possible repeated extreme events. These events result in accumulated progressive damage and accelerate the deterioration of the asset leading to progress serviceability or strength failure. The framework focuses on capturing the impacts of damage on the assets performance and incorporating preventive and corrective maintenance during the asset service life. The Resilience-Based Design (RBD) framework was then contrasted to the Allowable Stress Design (ASD) and Load and Resistance Factor Design (LRFD) frameworks in a significant case study of a soil slope stabilized using anchored drilled shafts. The slope was monitored over an extended period of time to capture the creep deformations of the stabilized slope. The design procedure will model multiple flood events using weather models developed for the area. Following the detailed case study example of the framework, the paper discusses the needs and procedures to implement the framework for a wide range of applications.

Oct 7, 2024

By Karla Myers, Howard Perko

Foundation designs utilizing helical pile groups are increasingly widespread in the electric power utility industry.  Yet the application of these systems lacks uniformity and knowledge gaps may exist. Recently, a body of codes and practice documents have been prepared by DFI and ASCE subcommittees regarding standard practice for electric power transmission structures design.  These codes and standards are discussed as they apply to helical pile groups.  With a better understanding of how the codes apply to these foundation types, engineers and designers can more confidently and adeptly specify and bid from a broader range of deep foundation options. Design of electric power transmission structures is most challenging at angles, water crossings, and dead ends.  These structures often are characterized by large overturning moments. This presentation will cover simple hand calculations for estimating the distribution of pile reactions from ground line tower moments.  Then, pile groups modeling using Ensoft® Group will also be covered in depth and with specific design examples from real case histories.  Design considerations for sizing of individual piles and key differences between pile design for building structures and pile design for power transmission towers and applicable codes and standards will be discussed.  Preliminary findings from field measurements performed on existing helical pile group supported structures, if available, may be included as they relate to validation of models.

Oct 7, 2024

By Seth Robertson

Instrumented static load testing is an effective means for assessing load-transfer characteristics of augered cast‑in‑place piles under static axial load. Strain gauges are typically instrumented on the steel reinforcement at specific locations along the pile’s embedded length for determining geotechnical resisting forces in side-shear and end-bearing. Conversion of strain to internal force at each gauge level can be complicated, requiring critical assessment of the pile properties and potential strain-dependent behavior. Current codes and standards provide recommendations for approximating these necessary pile properties, although these methods may not routinely yield realistic interpretation of measured strains. Non-linear rigidity may be exhibited over a static load test duration and there remains limited published methods for determining load-distribution characteristic under these conditions. Through measuring embedded strain and uniaxial stress simultaneously, the pile’s strain-dependent rigidity can be directly determined, thus minimizing uncertainty in the analytical process. While not commonly implemented in standard load test practices, stressmeters have been installed adjacent to strain gauges for this reason. A case study is presented where stressmeters were specially adapted for installation on augered cast-in-place piles on a bi‑directional static load test program. Based solely on the measured strains, it was realized that a non-linear rigidity would be required for properly converting strains to internal forces. The uniaxial stresses determined from the stressmeter measurements provided valuable insight in the pile material response to applied loads, ultimately reducing to a non-linear piecewise function of rigidity versus strain. Derivation of this non-linear piecewise function and methodology for computing internal forces are addressed. Comparisons of the non‑linear rigidity function to alternative rigidity (linear and non-linear) determination methods are presented. Recommendations for improving instrumented static load tests are summarized, primarily focusing on prospects and interpretation of embedded stressmeter measurements in top-down and bi‑directional static load tests.

Oct 7, 2024

By Melinda Hummel, Howard Perko

Colorado has a diverse geology including alluvial, colluvial, and eolian deposits overlying sedimentary, metamorphic, and igneous bedrock at varying depths and outcrops.  There is often concern for helical piles bearing on bedrock in these soil profiles, particularly if the bedrock is sloping or too hard to penetrate.  Though it has been accepted for a long time that helical pile axial capacity is correlated with installation torque, there are sometimes concerns regarding helical piles that refuse or “spin-out” on bedrock without meaningful torque readings.  This paper covers common practices in the industry for design of helical piles end bearing on bedrock.  Hardness of bedrock and penetrability of helical piles into bedrock are presented.  Design choices that can be used to help improve penetration are discussed.  Common approaches to estimate capacity of helical piles that “spin-out” and other concerns for helical piles end bearing on bedrock are described.  Keywords End Bearing, Helical Pile, Bedrock

Oct 7, 2024

By Dominik Gächter, Wojciech Szczepinski, Jakub Bieszczad

Increased requirements for rail transport north of Oslo have forced Norwegian Authorities to invest in the development of double-track rail to decrease traveling time and increase the frequency of the rail service. Part of this development is Tangenvika Bridge which is built on the largest lake and drinking water reservoir in Norway (Mjøsa). Once completed, it will be the longest railway bridge in Norway. The foundation design consists of drilled and driven composite piles. All the works are performed on water and because of its depth, all piles are installed from floating container pontoons instead of jack-up barges. In order to meet the strict steel quality requirements of composite piles, all piles are welded on land in a controlled environment and then transferred onto the transfer pontoons on water. Close to shores, due to the local presence of sensitive soils and the risk of underwater landslides, a total of 78 drilled piles (1016mm) are executed using the reverse circulation method (RC). All piles are drilled 2m into bedrock using a fully integrated ring bit system. In the deepest parts of the lake, a total of 60 driven piles (1430mm) are installed using 350kJ hydrohammer. The bottom of the piles are finished with a closed-ended pile tip, which is the most popular driven pile tip in Norway. All drilled and driven piles are installed in single lengths of up to 85m and net weight of 102t at 1:5 inclination. The lifting process of the piles on the water provides significant challenges for which a combination of 400t crane, 2 transfer pontoons, and a tugboat is used to provide a safe execution method.

Oct 7, 2024

By Ramin Motamed, Reza Mohammadi

Finite element methods play a crucial role in analyzing dynamic responses within soil-foundation-structural systems during earthquakes. The validation of these models using seismic recordings is paramount for their application in the seismic design of foundations. This paper focuses on the refinement and validation of finite element models developed to study the response of drilled shafts at the Hayward-I580/238 bridge in California. The research methodology employs a two-step finite element modeling approach. In the initial phase, a free-field soil model of the site was developed in a two-dimensional model with OpenSees. Subsequently, a drilled shaft with an elastic section was modeled to investigate the response of the deep foundation to earthquake motions. However, acknowledging that these assumptions may not fully represent actual conditions, a three-dimensional free-field model of the bridge site was developed using OpenSees software in this study. Additionally, an inelastic section model for one of the bridge's drilled shaft was introduced to better capture the shaft's response under seismic forces. Given the relatively weak ground motions recorded by the accelerometers at the Hayward-I580/238 bridge, hypothetical earthquake scenarios were generated to depict the nonlinear response of the model. The available recorded motions were used to fit the target design spectrum at the Hayward-I580/238 bridge following AASHTO-2009. Subsequently, the shaft's reaction was analyzed under seismic forces, examining various parameters such as displacements and reaction forces. The results highlight the impact of the introduced modifications on the accuracy of the finite element models under both weak and strong earthquakes. In conclusion, the enhanced models not only contribute to monitoring drilled shaft behavior during seismic events but also establish a robust framework for future seismic designs of drilled shafts, showcasing the benefits of OpenSees in seismic design of deep foundations. Keywords: deep foundation, drilled shaft, OpenSees, soil-foundation interaction, seismic design

Oct 7, 2024

By Mark Wade

This presents an overview of the successful construction of a large diameter using trenchless technologies for renewal in Casper, a region with few large-scale projects. This project preserved and enhanced the City's aging wastewater infrastructure for an additional 100+ years. The pipeline, known as the North Platte Sanitary Sewer Interceptor (NPSSI) represents a nine-mile conveyance system that was initially constructed in four phases between 1980 and 1983 as part of a wastewater regionalization effort in the Casper metropolitan service area. The pipe material for the interceptor was unlined reinforced concrete pipe (RCP). Due to elevated levels of H2S within the pipeline, associated sulfuric acid formation became problematic along the entire interceptor alignment, causing serious deterioration of the NPSSI. The project team of CEPI, BlueWater, and Jacobs utilized a series of internal inspections and investigations of the entire interceptor over a three-year period to assess its condition and requirements for rehabilitation. This led to the first phase of strategic rehabilitation utilizing cured-in-place pipeline (CIPP) by Aegion/Insituform. Construction of the most critical portions of the NPSSI began in mid-2022 and was completed in early 2023. The project scope consisted of 7,600’ of 48-54” pipe rehabilitation along with numerous deep-bury point repairs, junction structures, river siphons, and inlet/outlet structures. Despite record cold winter weather and numerous site challenges encountered, Insituform Technologies delivered the project to the City of Casper with only a single time extension. The total cost of the project was below the original contracted amount, or $8.1M. The Casper NPSSI demonstrates who the successful renewal of a deteriorating wastewater interceptor within a stream-sensitive aquafer can be done using trenchless renewal in the best way possible. Added value was provided from the collaboration by all stakeholders, careful planning, and executing innovative technologies, to achieve an outcome beyond expectation.

Oct 7, 2024

By Tajebe Bezabih, Tonya Sanders Thach, David Sinkhonde, Samia Kirchner, Hunter James, Derrick Mirindi

With the increasing demand for wood driven by population growth and urbanization, this study explores the potential of three-layer particleboards reinforced with waste fibers as a sustainable and eco-friendly alternative in building material technology. It focuses on various waste fibers such as sisal, bagasse, leather shavings, and waste papers, assessing their impact on the structural properties of particleboards. The research thoroughly evaluates key mechanical properties such as the modulus of rupture (MOR) and modulus of elasticity (MOE), as well as essential physical properties like water absorption (WA) and thickness swelling (TS). This investigation delves into the innovative use of organic and natural bio-waste particulates as reinforcing agents in polymer composites, specifically examining their role in enhancing particleboard characteristics. A significant finding of this study is that the enhanced particleboards not only meet, but sometimes exceed, the minimum standards set by various international guidelines for general purposes. This indicates that it is feasible to replace traditional wood fibers with certain organic waste materials while maintaining or even improving the performance of conventional particleboards. This advancement is particularly relevant to the construction industry, as it suggests that these improved particleboards can be effectively used as sustainable structural materials. By utilizing waste fibers, it not only aligns with global sustainability goals but also provides a practical solution for waste management across multiple industries. Consequently, this research represents a significant step forward in the development of building materials that support eco-friendly construction practices and contribute to the circular economy.

Oct 7, 2024

By Francisco Humire

Contemporary design criteria for ground improvement supporting structures frequently specify a maximum post-liquefaction reconsolidation settlement value. Typically, those settlement values are evaluated using methods developed to represent free field conditions in the absence of ground improvement. Centrifuge and full-scale field tests have shown that arrays of dense gravel columns reinforce the ground leading to a reduction of post-liquefaction settlements relative to free field values. Therefore, free field settlement estimations that do not account for the vertical reinforcement effects provided by columnar ground improvements lead to conservative estimates of post-liquefaction settlements. Gingery (2019) proposed a constitutive model able to capture the development of post-liquefaction volumetric deformations and presented its implementation in a finite difference numerical model. The model proposed by Gingery (2019) has the advantage over more simplified approaches in that it more rigorously captures many of the physical processes including porewater pressure dissipation, gradual regain of soil stiffness and strength, downdrag, and stress redistribution. The objective of this work is to further validate the constitutive model proposed by Gingery (2019) and investigate the post-liquefaction settlement reduction due to vertical reinforcement effects for different subsurface profiles. This is done by (1) validating the constitutive model against more recent centrifuge and full-scale field tests, and (2) quantifying the post-liquefaction settlement reduction that is attributable to vertical reinforcement effects for different site conditions. Our simulations show a reduction of 15 to 20% of post-liquefaction settlements relative to free field values when considering vertical reinforcement effects.

Oct 7, 2024

By Joseph Seibold, Kavin Khatri, Siobhan O'Reilly-Shah, Neel Neelakantan

San Francisco’s New Headworks Facility Project consists of the design and construction of a state-of-the-art Headworks Facility designed to treat up to 250 million gallons of wastewater a day. The site is located in the Bayview District of San Francisco, California and is subject to various geohazards, including liquefiable artificial fill, compressible Bay Mud, multiple aquifers (including a pressurized aquifer), and high seismicity. To mitigate these hazards, and to accommodate the anticipated structural load demands, the New Headworks Facility structures were designed to be supported on large diameter drilled shafts. Bi-directional load tests (BDLTs) were designed and carried out to calibrate the analysis and confirm the design. During pre-production construction, two 36-inch-diameter drilled shafts approximately 125 feet long were installed at the project site. Each drilled shaft was instrumented with a bi-directional load cell, Linear Vibrating Wire Displacement Transducers, and eight strain gauges at select locations. The BDLTs were carried out after shaft installation. With careful consideration of the geotechnical conditions, the upward and downward displacement of the shaft segments above and below the bi-directional load cell mobilized at about the same time, allowing for significant data acquisition that resulted optimization for the foundation design. Through the successful implementation of a BDLT program, the drilled shaft lengths were able to be reduced significantly, resulting in substantial cost savings to the San Francisco Public Utilities Commission (SFPUC). This paper presents a discussion of the BLDT program performed for the New Headworks Facility Project, and how BDLT can be implemented as an effective method for estimating capacities on large-scale public infrastructure projects. Keywords: Bi-directional load testing, load cell, drilled shafts

Oct 7, 2024

By Scott Lakes

In recent years, Southeast Florida water agencies have been collaborating to develop a regional water supply that is sustainable and affordable. The C-51 drainage canal was selected as a leading candidate for the construction of a water reservoir – named the C-51 Reservoir – to store raw water for future use. The reservoir will capture storm water that is currently lost to the Lake Worth Lagoon estuary for storage. Phase One, recently completed, is estimated to store 14,000 acre-feet and supply 35 million gallons per day (MGD) of raw water to participating utilities. In addition to sustainable water storage and supply, the C-51 Reservoir Project will reduce excess freshwater discharges to the brackish Lake Worth Lagoon and improve water quality. The reservoir would also serve to assist with flood control and Everglades restoration efforts The reservoir design includes a cutoff wall that runs the entire length of the embankment’s axis. The cutoff wall largely consists of a minimum 2.5-foot-wide soil-bentonite (SB) wall with a small section of a soil-cement-bentonite (SCB) wall where twin 96-inch diameter conveyance pipes for the gated control structure cross the cutoff wall alignment. The total length of the cutoff wall is about 20,400 feet and extends through a limestone stratum into underlying sands with a total depth of about 50 feet. The cutoff wall ties into an RCC embankment. This paper provides the approach to construction, quality, and lessons learned from the cutoff wall construction. Details and issues with the cutoff wall tie in are described. Keywords: cutoff wall, soil-bentonite

Oct 7, 2024

By Andrew Dobson

The assessment and control of environmental noise from mines has become increasingly important in recent years, due to urbanization and population growth, increased regulation of environmental factors, and overall awareness and sensitivities to noise exposure. Minimizing adverse effects on communities and achieving compliance with local ordinances is now commonplace, and consideration of noise during the design and/or operation of a mine cannot be ignored. Ventilation equipment can represent the loudest and most bothersome equpiment at mines, however there are complexities when attempting to control the assocaited noise, due to the acoustical nature of mine vent fans. In fact, the utilization of traditional and/or industry standard methods can intensify the noise impact, or simply not work as intended. This paper provides recommendations on specific noise control methods that are suitable for mine ventilation equipment, based on recent assessment work and field experience.

Oct 1, 2024

By Karl Dufresne

Blasting in geothermally high temperature ground and/or extremely reactive ground is an increasing common challenge for surface and underground mines. Many current PETN based non-electric and electronic detonators have manufacturer published in-hole temperature limits ranging from 55°C to 65°C (131°F to 150°F). When confronting blasthole temperatures above the manufacturer published limits, operations may request site-specific guidance and qualification for use. The advised safe loading window for in-hole PETN based detonators is often too short to be practicable for production blasting. To overcome limitations of PETN based initiation systems, surface mines with high temperature ground and/or reactive ground are known to load blastholes with a qualified high temperature bulk emulsion that are top primed with a cartridge of temperature qualified detonator sensitive emulsion plus an RDX detonating cord downline. As there is no in-hole delay detonator in this system, blasthole timing is accomplished with surface delays. Although this system is safe, top priming and surface delaying does influence floor quality and top size fragmentation, and safe loading windows times reduce blast block size and increase blasting frequency. A mining company with a site characterized by geothermally high temperature ground plus highly reactive ground employed a blasting system like the one described above. The site desires to improve blasting performance by moving to an in-hole delay initiation system that can withstand the site ground conditions. At the request of the mining house, DynaEnergetics developed an electronic initiation system for application in geothermally high temperature ground and/or extremely reactive ground conditions. The DynaEnergetics IGNEO high temperature electronic initiation system is rated for in-hole use in ground up to 150C (302°F) for 48 hours. The detonator consists of a high strength detonator with an HMX base charge and thermally resistant downline. To make up a primer, the detonator is inserted into a booster charge assembly that is fitted with a small HMX shape charge. This high energy primer is designed to be compatible and reliable for firing bulk emulsions, including those with high percentages of urea inhibition to combat reactive ground. Up to 1000 detonators may be programmed in 1ms increments up to 1500ms. The system is controlled by a digital firing panel that can be used with either a wired or wireless trigger.  The system enables high temperature and/or reactive ground sites to utilize in-hole delay initiation and realize the associated performance benefits. Conclusions and Future Work 1] The HMX based electronic initiation system permits bottom in-hole delaying in ground temperatures above 80°C (175°F). As compared to top priming and surface delaying, in-hole bottom delaying is known to improve floor quality, muckpile fragmentation uniformity and reduce oversize. 2] Field evaluation of the HMX initiation system at the Lihir Mine is continuing. 3] Work on the next generation of the HMX initiation system is underway and will bring with it expanded application range and flexibility. 

Oct 1, 2024

By Jeanie Wills, Theresa Nyabeze, Samantha Espley, Donna Beneteau

This presentation reports survey findings that aim to modernize the definition and understanding of the term 'mining.' The survey, conducted via LinkedIn in Winter 2024, garnered responses from a diverse group of individuals, including current or former employees of mining or exploration companies, mining consulting firms, service providers, supplier firms, as well as students and retirees with industry experience. The data, ethically approved by the University of Saskatchewan, offers valuable insights into satisfaction levels within the mining sector and suggests an expansion of the identifying characteristics of definitions of mining. This marks the third CIM gaining insights paper by Beneteau, Espley, and Nyabeze, following previous works on 'Career Satisfaction for Women in Mining' (2010) and 'Mentorship Initiatives in the Canadian Mining Industry' (2018*)."

Oct 1, 2024

By Muhammad Usman Siddiqui

Managing and analysing the vast amounts of data collected in a mining project effectively is crucial for enhancing the project's economic feasibility. The efficient utilization of this data is critical to minimising the time spent on projects and increasing project value. Process engineers can effectively integrate geometallurgical data into plant operations by employing analytical tools like Python, significantly optimizing the mine-to-mill process. This practical approach is a game-changer in the mining industry. Classifying a geomet dataset into units of similar characteristics (properties of the ore) is an important outcome of a geomet study. This approach simplifies data classification, allowing for class-by-class process modelling, which improves the decision-making process in mine planning and development. Classifying a geomet dataset involves using grade, lithology, and test work data (if available) to create blocks of similar characteristics, known as ‘geomet units.’ Compared to conventional methodologies, these units provide context and empirical evidence that can be more accurately mapped onto block-by-block process flowsheet development and net present value (NPV) estimation. This robust classification method reduces a project's technical risks and influences the initial mine planning sequence to maximise profitability. Defining robust geomet units with data sets with similar material is challenging due to the vast amounts of data available and the database's high heterogeneity. The methodology's purpose is to minimise time-consuming low-value-adding aspects of geometallurgy. The approach is different for a greenfield and a brownfield study, as all the valuable data in a brownfield process can be utilised to define the geomet units. Python has various libraries providing multiple machine-learning algorithms to assist in classification. The k-means algorithm is used for clustering, and the SHapley Additive exPlanations (SHAP) method is used to quantify the effect of each feature on the clustering results. However, even with automation, the methodology still requires a keen eye to account for the nuances that appear from project to project.

Oct 1, 2024

By Amir Karami, Derek Kinakin, Catherine Schmid

The Mathews Stability Graph Method (Mathews et al., 1981) has been used by geotechnical engineers and mining engineers for over 40 years to estimate the performance of longhole open stopes in underground mines. The method is widely used and accepted by practitioners because it is relatively simple to use and can be modified to account for observed performance at a given mining operation. While the simplicity of the method increases its accessibility and utilization, it does not intrinsically account for variability in the various inputs, including rockmass quality, structure, stress, or stope orientation. This paper presents a modified approach for the Stability Graph Method, whereby Python scripts are used to process available geotechnical datasets and combine them with actual or potential distributions of Q parameters, induced stress, structure, or stope orientation. The resulting Stability Numbers are then plotted as a contoured distribution on the Stability Graph.  This allows the practitioner to quickly incorporate large datasets into the analyses, while also developing an understanding of how variability in rockmass quality, induced stress, structure, or stope orientation could affect stope stability.  This paper presents the fundamental principles of the Stability Graph method, the Python script and workflow, and two case studies to demonstrate the utility of the tool.

Oct 1, 2024