Academic literature on the topic 'Cut-point finding'

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Journal articles on the topic "Cut-point finding"

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CHEITLIN, MELVIN D., and HASSAN KHAYAM-BASHI. "Biomarkers of Myocardial Infarction: Finding the Right Cut-off Point." Cardiology in Review 9, no. 6 (2001): 323–24. http://dx.doi.org/10.1097/00045415-200111000-00007.

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Rota, Matteo, and Laura Antolini. "Finding the optimal cut-point for Gaussian and Gamma distributed biomarkers." Computational Statistics & Data Analysis 69 (January 2014): 1–14. http://dx.doi.org/10.1016/j.csda.2013.07.015.

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Unal, Ilker. "Defining an Optimal Cut-Point Value in ROC Analysis: An Alternative Approach." Computational and Mathematical Methods in Medicine 2017 (2017): 1–14. http://dx.doi.org/10.1155/2017/3762651.

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ROC curve analysis is often applied to measure the diagnostic accuracy of a biomarker. The analysis results in two gains: diagnostic accuracy of the biomarker and the optimal cut-point value. There are many methods proposed in the literature to obtain the optimal cut-point value. In this study, a new approach, alternative to these methods, is proposed. The proposed approach is based on the value of the area under the ROC curve. This method defines the optimal cut-point value as the value whose sensitivity and specificity are the closest to the value of the area under the ROC curve and the abso
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Pokuciński, Sebastian, Katarzyna Filus, and Dariusz Mrozek. "Finding the Perfect Cut: Selection of the Best Cutting Point in Equirectangular Panoramas for Object Detection." Procedia Computer Science 246 (2024): 519–28. http://dx.doi.org/10.1016/j.procs.2024.09.432.

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Agasafa oglu, Mirzazade Valeh, Ismayilova Sevil Mashadi kizi, Sultanova Sadagat Sabir kizi, and Ismayilova Natavan Ramiz kizi. "CUT-OFF POINT FOR FASTING GLUCOSE IN DIAGNOSING PREDIABETES." Актуальні проблеми сучасної медицини: Вісник Української медичної стоматологічної академії 25, no. 2 (2025): 65–68. https://doi.org/10.31718/2077-1096.25.2.65.

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Objective. This study aimed to evaluate the feasibility of using fasting glucose as a primary diagnostic criterion for prediabetes, and to determine the optimal cut-off point for differentiating between normal glucose metabolism and impaired glucose metabolism (including both prediabetes and diabetes mellitus) based on fasting glucose levels. Participants and Methods. A total of 134 individuals (32 men and 102 women), aged 20 to 79 years, were enrolled in the study. All participants underwent anthropometric assessment and laboratory evaluation. A 75 g oral glucose tolerance test (OGTT) was per
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Ali, Ali H., and Faruq A. Mena. "The Necessary Condition For Fixed Points In The Inverse Limits Spaces." Tikrit Journal of Pure Science 28, no. 6 (2023): 164–71. http://dx.doi.org/10.25130/tjps.v28i6.1372.

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A point in the inverse limit space is said to be a cut point of this space when excluded from it, when the number of the components of that space increases. Therefore, this study aims at finding the necessary condition for fixed points in the inverse limit space to be cut points. Then, for applying the main theorem with some conditions, a sequence of upper semi continuous can be employed as a bonding function to get a union of continua as a generalized inverse limit space if there is a generalized inverse limit for each of them separately.
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Baran, Mehmet, and Sıtkı Sönmezer. "HOW TO GROUP FINANCIAL DATA WITH MAXIMUM HOMOGENEITY?" EMAJ: Emerging Markets Journal 3, no. 1 (2013): 13–19. http://dx.doi.org/10.5195/emaj.2013.36.

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Grouping may be an obstacle itself or it may have to be improved to extract better information out of a data stream. Finding trends and dividing a population into parts may be crucial for analyses. This paper offers a modified version of Fisher method that may smoothen the cut point transitions and give out better results. Proven methodology is given with a comparison with the original method. The method may be helpful in forming subgroups in financial data, possibly in technical analyses.Keywords: Grouping, Fisher Method, Trends, Cut points
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Ural, S., and J. Shan. "MIN-CUT BASED SEMANTIC BUILDING LABELING FOR AIRBORNE LIDAR DATA." ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences V-2-2020 (August 3, 2020): 305–12. http://dx.doi.org/10.5194/isprs-annals-v-2-2020-305-2020.

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Abstract. Classification and segmentation of buildings from airborne lidar point clouds commonly involve point features calculated within a local neighborhood. The relative change of the features in the immediate surrounding of each point as well as the spatial relationships between neighboring points also need to be examined to account for spatial coherence. In this study we formulate the point labeling problem under a global graph-cut optimization solution. We construct the energy function through a graph representing a Markov Random Field (MRF). The solution to the labeling problem is obtai
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Rao, Rahul. "Cognitive impairment in older people with alcohol use disorders in a UK community mental health service." Advances in Dual Diagnosis 9, no. 4 (2016): 154–58. http://dx.doi.org/10.1108/add-06-2016-0014.

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Purpose The assessment of cognitive impairment in community services for older people remains under-explored. The paper aims to discuss this issue. Design/methodology/approach Cognitive impairment was examined in 25 people aged 65 and over with alcohol use disorders, on the caseload of community mental health services over a six-month period. All subjects assessed using Addenbrooke’s Cognitive Assessment (ACE-III). Findings In total, 76 per cent of the group scored below the cut-off point for likely dementia but only 45 per cent of people scored below the cut-off point for tests of language, c
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Camarda, Massimo, Antonino La Magna, Patrick Fiorenza, Gaetano Izzo, and Francesco La Via. "Theoretical Monte Carlo Study of the Formation and Evolution of Defects in the Homoepitaxial Growth of SiC." Materials Science Forum 600-603 (September 2008): 135–38. http://dx.doi.org/10.4028/www.scientific.net/msf.600-603.135.

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A novel Monte Carlo kinetic model has been developed and implemented to predict growth rate regimes and defect formation for the homo-epitaxial growth of various SiC polytypes on different substrates. Using this model we have studied the generation of both point like and extended defects in terms of the growth rate and off-cut angle, finding qualitative agreement with both electrical and optical characterization and analytical results.
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Dissertations / Theses on the topic "Cut-point finding"

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ROTA, MATTEO. "Cut-pont finding methods for continuous biomarkers." Doctoral thesis, Università degli Studi di Milano-Bicocca, 2013. http://hdl.handle.net/10281/40114.

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My PhD dissertation deals with statistical methods for cut-point finding for continuous biomarkers. Categorization is often needed for clinical decision making when dealing with diagnostic (or prognostic) biomarkers and a dichotomous or censored failure time outcome. This allows the definition of two or more prognostic risk groups, or also patient’s stratifications for inclusion in randomized clinical trials (RCTs). We investigate the following cut-point finding methods: minimum P-value, Youden index, concordance probability and point closest to-(0,1) corner in the ROC plane. We compare them
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Book chapters on the topic "Cut-point finding"

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Kerswill, Paul. "Social Variation and Data Collection." In Dialects Converging. Oxford University PressOxford, 1994. http://dx.doi.org/10.1093/oso/9780198248262.003.0003.

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Abstract For the purposes of a sociolinguistic study, finding a set of extra-linguistic parameters relevant to the informant group is of crucial importance. There seem to be two general strategies for doing this: I shall call these ’inclusiveness’ and ’selectivity’. Inclusiveness has to my knowledge only been attempted once in a sociolinguistic study, that known as the Tyneside Linguistic Survey, which, as Jones (1978: 5) states: ’starts from the principle of exhaustive inclusion of parameters of variation’ (see also Pellowe et al. 1972). Its results were far from clear-cut, and point towards an extreme degree of complexity both in the social structure of an urban area and in the relationship between social and linguistic parameters in general. The ’selective’ strategy has been used in most other studies, and has given rather clearer results—perhaps partly because of the very simplification it implies. As with the strategy of inclusiveness, selectivity requires that the investigator has an intimate knowledge of the community under investigation. However, it additionally requires him or her to make informed, but ultimately subjective judgements of the relative importance of the social factors identified. There is an inherent danger in this.
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Surakasi, Raviteja, Ravi Ganivada, Gangadhar Manyala, and Haribabu Akula. "GRAPHENE NANOPOWDER-DISPERSED PROPYLENE GLYCOL-WATER SOLUTIONS AS CUTTING FLUID IN METAL CUTTING PROCESS ON CNC MILLING MACHINE." In Futuristic Trends in Chemical Material Sciences & Nano Technology Volume 3 Book 10. Iterative International Publisher, Selfypage Developers Pvt Ltd, 2024. http://dx.doi.org/10.58532/v3bbcs10p6ch1.

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The main objective of this work is to investigate the behavior of nanofluids including graphene powder dispersed in propylene glycol-water as cutting fluids during the metal cutting process. Nano fluids were synthesized using a combination of Propylene Glycol and Water, with compositions of 100:0, 75:25, and 50:50. Graphene was incorporated into the base fluids at quantities of 0.25% and 0.5%, respectively. The aluminum workpiece was securely affixed to a CNC machine, and a metal cutting operation was performed using nanofluids as the cutting fluids. The study involved the assessment of various characteristics such as Arithmetic mean roughness (Ra), Root mean square roughness (Rq), and Ten Point height roughness (Rz) using the Talysurf apparatus. The findings indicate that as the depth of cut increases, there is a corresponding increase in cutting time and a decrease in roughness values. Based on the findings, it can be inferred that the nanofluid solutions that were created have the potential to serve as effective cutting fluids in the metal cutting process.
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Ganesan, P., D. Rosy Salomi Victoria, Arun Singh Chouhan, D. Saravanan, Rekha Baghel, and K. Saikumar. "Enhancing the Protection of Information in Digital Voting Using the Fraud Application of Blockchain Technology." In Advances in Multimedia and Interactive Technologies. IGI Global, 2023. http://dx.doi.org/10.4018/978-1-6684-6060-3.ch011.

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Elections are conducted electronically instead of using paper ballots to cut down on mistakes and discrepancies. Recently, it has been discovered that paper-based balloting fails owing to security and privacy difficulties, and the electronic balloting approach has been recommended as a replacement. For the sake of keeping your data safe, the authors have designed and developed a hashing algorithm based on SHA-256. The blockchain's adaptability is aided by the sealing of the block concept's incorporation. Consortium blockchain technology is employed to ensure that only the election commission has access to the blockchain database, which candidates and other outside parties cannot modify. When used in the polling method, the methodology discussed in this chapter can yield reliable findings. The authors used a hashing algorithm (SHA-256), block generation, data collection, and result declaration to get to this point.
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Fleming*, Zachariah, Terry Pavlis*, and Ghislain Trullenque*. "Unraveling the multi-phase history of southern Death Valley geology." In Field Excursions from Las Vegas, Nevada: Guides to the 2022 GSA Cordilleran and Rocky Mountain Joint Section Meeting. Geological Society of America, 2022. http://dx.doi.org/10.1130/2022.0063(04).

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ABSTRACT This field trip is designed to highlight recent findings in regard to the tectonic history of the southern Death Valley region. During the first day, stops will take place in the Ibex Hills and adjacent Ibex Pass area. These stops were chosen to emphasize recent work that supports multiple phases of extension in the region, and is recorded by the interactions of complexly overprinted normal faults. Mapping of the Ibex Hills revealed an older set of normal faults that have a down-to-the-SW sense of movement and are cross-cut by down-to-the-NW style normal faults. Additionally, the Ibex Pass basin poses a number of questions regarding its stratigraphy and how it relates to the timing and kinematics of the region. Multiple stops within the basin will show the variation of volcanic and sedimentary units across Ibex Pass. The second day of the field trip is focused more so on the more recent transtensional and strike-slip history of southern Death Valley. In particular, recent mapping has correlated features in the Avawatz and Owlshead Mountains that indicate ~40k m of offset along the Southern Death Valley Fault Zone (SDVFZ). Stops will take place along traces of the SDVFZ in the Avawatz Mountains and the Noble Hills. The final stop of the trip is in the Mormon Point turtleback, where the implications of the SDVFZ offset are discussed, alongside the metamorphic rocks at the stop, suggesting the restoration of the Panamint Range partially atop the Black Mountains.
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BORAN, Ali. "SİLİFKE KALESİ KAZI ÇALIŞMALARI (2011- 2022)." In CUMHURIYETIN BIRINCI YÜZYILINDA ANADOLU’DA TÜRK DÖNEMI ARKEOLOJI ÇALISMALARI. Türkiye Bilimler Akademisi, 2023. http://dx.doi.org/10.53478/tuba.978-625-8352-61-0.ch23.

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Silifke is a district of Mersin province, currently located in the Mediterranean Region. Silifke Castle is located in the south of the region called Rough Cilicia in history, on the west side of the city, on the route that provides passage from the Mediterranean coast to Central Anatolia, at the intersection of land and sea trade. Silifke Castle was built at a point overlooking all roads, controlling both the trade route and the port. After the Silifke Castle excavations (2011-2022); Four periods have been identified: Roman, Byzantine, Karamanid and Ottoman Periods. It is understood that Silifke Castle was built in the Roman Period, and that it took its final shape by adding the defensive moat around the castle, the B-1 entrance gate, the A-16 military place adjacent to the walls, the church, the chapel, and some of the public and civil buildings in the Byzantine Period. After Silifke Castle was conquered by the Karamanids, the church in the center of the castle was converted into a mosque as a symbol of the Conquest, and the walls, moat, fortress veil and the spaces inside the castle began to be shaped according to the needs of the Turks. During the Ottoman Period, the settlement pattern inside the castle took its final shape. Thus, the castle, which is an important element of the medieval Turkish urban fabric, shows itself in the Silifke castle settlement pattern with the general characteristic of Turkish-Islamic cities. The settlement structure inside the castle was renewed according to need during the Ottoman Period. Rough-cut masonry, which is the traditional masonry of the region and built without the use of mortar, was applied in the interior spaces of the castle. With the excavations, the texture of the settlement inside the castle; It has been determined that the residences and social buildings belonging to the administration in the west, the mosque and the commercial buildings developed around it in the middle, and the residences and social buildings belonging to the public and the military in the east. Excavation findings are one of the most important data in identifying the castle. Excavation findings provide us with a wide range of data, from the art environment to daily life and aesthetic tastes of the Roman, Byzantine, Karamanid and Ottoman periods. The majority of the findings reflect the Turkish- Islamic period, and how the settlement pattern developed in every area we work can be followed.Each piece, especially architectural plastics, ceramics, metal, glass, stone, bone and wooden findings, is of great importance to us. These findings allow us to establish a bond with the master who made the work and the person who used it, understand their practices, and share this with today’s people.It also tells us about the social taste of that period, the technology they used, the exchange and solidarity between societies or different tastes. After the Silifke Castle excavation (2011-2022); It has been revealed that the castle has been used since ancient times and continued its effectiveness in the Roman and Byzantine periods. From the architectural remains and small artifacts identified, it is understood that Silifke Castle was inhabited until the last times of the Karamanoğlu and Ottoman Periods. Thus, it was revealed that Silifke Castle is one of the rare ruins in Anatolia that display the castle-city feature of the Turkish period. For more detailed information, please refer to the Extended Abstract at the end of the text
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Conference papers on the topic "Cut-point finding"

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Siktár, Bálint, György Hegedűs, and József Kakuk. "Relation between the Cutting Force and the Current Consumption of the BLDC Motor in a Hedge Cutter." In 10th International Scientific Conference on Advances in Mechanical Engineering. Trans Tech Publications Ltd, 2025. https://doi.org/10.4028/p-mcnxi8.

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One of the critical aspects in performance optimization of energy efficiency for a Brushless DC (BLDC) motor applied to hedge cutters is that of cutting force versus current consumption. The mechanical cutting force produced during the hedge cutting operation will be presented, here, in a manner relating to the electrical current drawn by the BLDC motor. It indicates that the cutting forces depend on the blade's sharpness, the density of the material, the speed of cutting; and that the current consumed by the motor is directly proportional to the value of this cutting force. The outcome of thi
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Mohammadi, Hossein, and John A. Patten. "Scratch Tests on Granite Using Micro-Laser Assisted Machining Technique." In ASME 2015 International Manufacturing Science and Engineering Conference. American Society of Mechanical Engineers, 2015. http://dx.doi.org/10.1115/msec2015-9327.

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In this study, micro-laser assisted machining (μ-LAM) technique is used to perform scratch test on a granite sample. Rocks are generally considered as brittle materials with poor machinability and severe fracture can be resulted when trying to cut them due to their low fracture toughness. Due to increasing demand for these materials in industry with many applications, finding a fast and cost effective process with higher product quality seems essential. In past research in our research group, it has been demonstrated that machining of brittle materials such as semiconductors and ceramics in du
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Akkoyunlu, Sule, and Boriss Siliverstovs. "Does the Law of One Price Hold in a High-Inflation Environment? A Tale of Two Cities in Turkey." In International Conference on Eurasian Economies. Eurasian Economists Association, 2010. http://dx.doi.org/10.36880/c01.00120.

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This study addresses price convergence in two cities in Turkey (Istanbul and Ankara) using the annual data over the three quarters of the 20th century (1922–1998), characterized by prevailing high inflation rates for most of the period. In contrast to the rest of the literature addressing convergence in price
 levels with a typical result of extremely slow convergence rates at best, we argue that convergence is much easier detected in growth rates rather than levels of prices. We suggest using the bounds testing procedure of Pesaran et al. (2001) for this purpose. We find a clear-cut ev
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Uzol, Oğuz, Cengiz Camcı, and Boris Glezer. "Aerodynamic Loss Characteristics of a Turbine Blade With Trailing Edge Coolant Ejection: Part 1 — Effect of Cut-Back Length, Spanwise Rib Spacing, Free Stream Reynolds Number and Chordwise Rib Length on Discharge Coefficients." In ASME Turbo Expo 2000: Power for Land, Sea, and Air. American Society of Mechanical Engineers, 2000. http://dx.doi.org/10.1115/2000-gt-0258.

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The internal fluid mechanics losses generated between the blade plenum chamber and a reference point located just downstream of the trailing edge are investigated for a turbine blade trailing edge cooling system. The discharge coefficient Cd is presented as a function of the free stream Reynolds number, cut-back length, spanwise rib spacing and chordwise rib length. The results are presented in a wide range of coolant to free stream mass flow rate ratios. The losses from the cooling system show strong free stream Reynolds number dependency especially at low ejection rates when they are correla
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Matsuda, Kiyofumi, and Tomoaki Eiju. "Determination of the central position of a rotating object by laser Doppler velocimetry." In OSA Annual Meeting. Optica Publishing Group, 1985. http://dx.doi.org/10.1364/oam.1985.tuf2.

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Determination of the central position of rotation is an important technique. This technique is, for example, useful for the operation of a machine tool. If the height of the tool is not adjusted to the central position of rotation, the central portion of a workplace is left without being cut. Here a new method of using laser Doppler velocimetry (LDV) is proposed for this determination. The principle is based on the fact that the tangential velocity of the rotating object is proportional to the distance between a measuring point and a central position. Therefore the tangential velocity is measu
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Mamat, Muhamad Aasif, Sirag Zayani, M. Alham, et al. "An Innovative Solution to Regain Well Integrity and Deepening Gas Injection Point - Maximizing Production and Rectifying Multiple Tubing Leaks with a Low-Cost Solution." In SPE Annual Technical Conference and Exhibition. SPE, 2023. http://dx.doi.org/10.2118/214802-ms.

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Abstract Multiple tubing leaks have become one of the major issues in brownfield operations especially on wells that have already exceeded their original production lifetimes. This integrity issue becomes more challenging when the leaks occur close to the tubing hanger due to the space constraints in fixing them. In addition, high water cut wells with low reservoir pressure require continuous artificial lift where tubing integrity is crucial to allow the injected gas reach to the target injection depth. Conventionally, tubing packoffis used to isolate tubing leaks occurring in short intervals
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Agrawal, Gaurav, Ajit Kumar, Vibhor Verma, Alok Mishra, Vikram Gualti, and Varun Mahajan. "A Curious Case of Addressing Well Integrity Issue with Production Logging." In SPE Annual Technical Conference and Exhibition. SPE, 2021. http://dx.doi.org/10.2118/206036-ms.

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Abstract The productive life of a well can be affected by deterioration of the well integrity which can be due to casing/tubing corrosion, casing damage during drilling/ work over, packer failure, plug failures, cement integrity issues etc. Remedial measures can be executed if the nature of problem is diagnosed. One can receive early warning of a potential problem and obtain data for determining a specific restoration program by running well integrity diagnostic tools. There are various well integrity tools available to cater evaluation needs at present times with different working principles
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Heikkilä, Mikko, Mikko Huova, Jyrki Tammisto, Matti Linjama, and Jussi Tervonen. "Fuel Efficiency Optimization of a Baseline Wheel Loader and its Hydraulic Hybrid Variants Using Dynamic Programming." In BATH/ASME 2018 Symposium on Fluid Power and Motion Control. American Society of Mechanical Engineers, 2018. http://dx.doi.org/10.1115/fpmc2018-8853.

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In this paper, fuel consumption of a 5.7-ton municipal tractor in a wheel loader application is studied, and methods for improving the fuel efficiency are compared with each other. Experimental data from the baseline machine with load-sensing hydraulics has been gathered during a y-pattern cycle, and the data is inputted to an optimization function having realistic loss models for a hydraulic pump and diesel engine. Dynamic programming is used to analyze different system configurations in order to determine optimal control sequence for each system. Besides optimization of variable engine rotat
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Ponnle, Akinlolu Adediran, Oluwabukola Arike Ojediran, Ajibike Akin-Ponnle, and Samuel Adenle Oyetunji. "Investigating Characteristics of Solar Panels as Visible Light Communication (VLC) Receivers." In 2023 School of Engineering and Engineering Technology Annual Conference. Trans Tech Publications Ltd, 2024. http://dx.doi.org/10.4028/p-k4sfj2.

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Visible light communication has advantages over acoustic and radio wave transmissions in free-space and underwater. The optical transmitters are usually light emitting diodes or laser diodes, and the optical receivers are usually photodiodes or its variants. Solar panels are used for solar energy harvesting to electricity, but the panels are also available in small sizes, and hence, are finding increasing use in optical communications due to larger aperture compared to photodiodes. This work investigated by experiments the characteristics of solar panels as receivers in visible light communica
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BURLACU, Sorin, Viorel MOCANU, Svetlana PLATAGEA GOMBOȘ, and Florin DOBRE. "ORGANIZATIONAL RESILIENCY THROUGH DIGITALIZATION." In International Management Conference. Editura ASE, 2023. http://dx.doi.org/10.24818/imc/2022/04.06.

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In the past few years, organizations have become more likely to digitize their human resources because it adds value and makes things run more smoothly. At the same time, digitization cut work hours and made it easier to do repetitive tasks without making mistakes. Digitizing human resources in public organizations can be very helpful and important. This is because, as a result, there won't be any more bottlenecks or times when there are more requests than staff. There also won't be any longer lines at the counter. The purpose of our research is to analyze organizations through the prism of th
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Reports on the topic "Cut-point finding"

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Almutairi, Hossa, and Axel Pierru. Assessing Climate Mitigation Benefits of Public Support to CCS-EOR: An Economic Analysis. King Abdullah Petroleum Studies and Research Center, 2023. http://dx.doi.org/10.30573/ks--2023-dp12.

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By storing carbon dioxide CO2 captured from the atmosphere or point sources into oil fields, carbon capture and storage with enhanced oil recovery (CCS-EOR) increases the fields’ output by raising reservoir pressures. Since CO2-EOR has been experimented with for decades and the revenues from the additional oil production improve projects’ economics, CCS-EOR is the most readily deployable CCS technology. However, public support for CCS-EOR projects is sometimes contested on the grounds that the resulting increase in oil production undermines their environmental benefits. Addressing this concern
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Brandl, Maria T., Shlomo Sela, Craig T. Parker, and Victor Rodov. Salmonella enterica Interactions with Fresh Produce. United States Department of Agriculture, 2010. http://dx.doi.org/10.32747/2010.7592642.bard.

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The emergence of food-borne illness outbreaks linked to the contamination of fruits and vegetables is a great concern in industrialized countries. The current lack of control measures and effective sanitization methods prompt the need for new strategies to reduce contamination of produce. Our ability to assess the risk associated with produce contamination and to devise innovative control strategies depends on the identification of critical determinants that affect the growth and the persistence of human pathogens on plants. Salmonella enterica, a common causal agent of illness linked to produ
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Negotiating Family and Personal Aspirations: Four Young Cambodian Women Reflecting on Choosing a Major. Cambodia Development Resource Institute, 2024. https://doi.org/10.64202/wp.146.202408.

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Despite recent declines in university enrolment due to the COVID-19 pandemic and other factors, the number of university students has continued to grow in Cambodia. In fact, in its recent Education 2030 Roadmap, the Ministry of Education, Youth and Sport (MoEYS) estimates that there will be twice as many students enrolled in higher education in 2030 as there were in 2018 (MoEYS 2019a, 36). The field students choose as their major when they enrol in higher education orients their pathway into future career opportunities and impacts the country’s educated workforce. The Royal Government of Cambo
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