11 results on '"Giancontieri, G"'
Search Results
2. Machine learning techniques to estimate the degree of binder activity of reclaimed asphalt pavement
- Author
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Botella, R., Lo Presti, D., Vasconcelos, K., Bernatowicz, K., Martinez, A. H., Miro, R., Specht, L., Mercado, E. A., Pires, G. M., Pasquini, E., Ogbo, C., Preti, F., Pasetto, M., Carrion, A. J. D., Roberto, A., Oreskovic, M., Kuna, K. K., Guduru, G., Martin, A. E., Carter, A., Giancontieri, G., Abed, A., Dave, E., Tebaldi, G., Botella, R., Lo Presti, D., Vasconcelos, K., Bernatowicz, K., Martinez, A. H., Miro, R., Specht, L., Mercado, E. A., Pires, G. M., Pasquini, E., Ogbo, C., Preti, F., Pasetto, M., Carrion, A. J. D., Roberto, A., Oreskovic, M., Kuna, K. K., Guduru, G., Martin, A. E., Carter, A., Giancontieri, G., Abed, A., Dave, E., and Tebaldi, G.
- Abstract
This paper describes the development of novel/state-of-art computational framework to accurately predict the degree of binder activity of a reclaimed asphalt pavement sample as a percentage of the indirect tensile strength (ITS) using a reduced number of input variables that are relatively easy to obtain, namely compaction temperature, air voids and ITS. Different machine learning (ML) techniques were applied to obtain the most accurate data representation model. Specifically, three ML techniques were applied: 6th-degree multivariate polynomial regression with regularization, artificial neural network and random forest regression. The three techniques produced models with very similar precision, reporting a mean absolute error ranging from 12.2 to 12.8% of maximum ITS on the test data set. The work presented in this paper is an evolution in terms of data analysis of the results obtained within the interlaboratory tests conducted by Task Group 5 of the RILEM Technical Committee 264 on Reclaimed Asphalt Pavement. Hence, despite it has strong bonds with this framework, this work was developed independently and can be considered as a natural follow-up.
- Published
- 2022
3. Validation of national empirical pavement design approaches for cold recycled asphalt bases
- Author
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Winter, M., Mollenhauer, K., Graziani, A., Mignini, C, Bjurström, Henrik, Kalman, Björn, Hornych, P., Gauderoy, V., Lo Presti, D., Giancontieri, G., Winter, M., Mollenhauer, K., Graziani, A., Mignini, C, Bjurström, Henrik, Kalman, Björn, Hornych, P., Gauderoy, V., Lo Presti, D., and Giancontieri, G.
- Abstract
The applied pavement design procedures differ from country to country within Europe. Especially the use of cold recycling materials which is handled similar to hot-mix asphalt (HMA) in the most available guidelines isn’t sufficient researched. To verify developed procedures, practical trial sections are indispensable. Within this study cold recycled asphalt base layers (CRAB) were assessed according to the German procedure for monitoring and evaluation of road surface conditions. It can be concluded, that the general applied empirical design approach, in which the CRAB layer thickness is increased by 50 % compared to a HMA base will result in a feasible pavement structure. In general, the re-designing of the sections according to various national empirical pavement design approaches partly results in high differences for same layer types.
- Published
- 2021
- Full Text
- View/download PDF
4. Improving the rheometry of rubberized bitumen: experimental and computation fluid dynamics studies
- Author
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Lo Presti, Davide, Giancontieri, G., Hargreaves, David, Lo Presti, Davide, Giancontieri, G., and Hargreaves, David
- Abstract
Multi-phase materials are common in several fields of engineering and rheological measurements are intensively adopted for their development and quality control. Unfortunately, due to the complexity of these materials, accurate measurements can be challenging. This is the case of bitumen-rubber blends used in civil engineering as binders for several applications such as asphalt concrete for road pavements but recently also for roofing membranes. These materials can be considered as heterogeneous blends of fluid and particles with different densities. Due to this nature the two components tends to separate and this phenomenon can be enhanced with inappropriate design and mixing. This is the reason behind the need of efficient dispersion and distribution during their manufacturing and it also explains while realtime viscosity measurements could provide misleading results. To overcome this problem, in a previous research effort, a Dual Helical Impeller (DHI) for a Brookfield viscometer was specifically designed, calibrated and manufactured. The DHI showed to provide a more stable trend of measurements and these were identified as being ‘‘more realistic” when compared with those obtained with standard concentric cylinder testing geometries, over a wide range of viscosities. However, a fundamental understanding of the reasons behind this improvement is lacking and this paper aims at filling these gaps. Hence, in this study a tailored experimental programme resembling the bitumen-rubber system together with a bespoke Computational Fluid Dynamics (CFD) model are used to provide insights into DHI applicability to perform viscosity measurements with multiphase fluids as well as to validate its empirical calibration procedure. A qualitative comparison between the laboratory results and CFD simulations proved encouraging and this was enhanced with quantitative estimations of the mixing efficiency of both systems. The results proved that CFD model is capable of simulating these
- Full Text
- View/download PDF
5. RILEM TC 279 WMR round robin study on waste polyethylene modified bituminous binders: advantages and challenges
- Author
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Marjan Tušar, Muhammad Rafiq Kakar, Lily D. Poulikakos, Emiliano Pasquini, Andrea Baliello, Marco Pasetto, Laurent Porot, Di Wang, Augusto Cannone Falchetto, Davide Dalmazzo, Davide Lo Presti, Gaspare Giancontieri, Aikaterini Varveri, Rosa Veropalumbo, Nunzio Viscione, Kamilla Vasconcelos, Alan Carter, Tusar, M, Kakar, MR, Poulikakos, LD, Pasquini, E, Baliello, A, Pasetto, M, Porot, L, Wang, D, Falchetto, AC, Dalmazzo, D, Lo Presti, D, Giancontieri, G, Varveri, A, Veropalumbo, R, Viscione, N, Vasconcelos, K, Carter, A, Tusar, M., Kakar, M. R., Poulikakos, L. D., Pasquini, E., Baliello, A., Pasetto, M., Porot, L., Wang, D., Cannone Falchetto, A., Dalmazzo, D., Lo Presti, D., Giancontieri, G., Varveri, A., Veropalumbo, R., Viscione, N., Vasconcelos, K., and Carter, A.
- Subjects
polyethylene ,Asphalt ,performance ,plastics ,waste ,plastic ,Asphalt, waste, polyethylene, plastics, performance ,Settore ICAR/04 - Strade, Ferrovie Ed Aeroporti ,Civil and Structural Engineering - Abstract
inter-laboratory experiments were designed to evaluate the impact of plas- tic waste blended directly in bitumen and to assess the properties, using conventional and advanced bituminous binder testing. The blends tar- geted 5% of plastic waste in 95% bitumen, using two types of polyethy- lene (PE) primary (pellets) and secondary (shreds) waste. The experiments showed that the addition of PE waste to bitumen does not alter the chem- istry of the bitumen, the blending is physical. The DSR results indicate a strong dependency on the testing temperature as at low temperatures the composite material bitumen and PE behave both elastically whereas, at higher temperatures, the bitumen becomes viscoelastic. The MSCR tests indicated that the neat binder is more sensitive to permanent deformation compared to the blends with PE. The fatigue performance using the Linear Amplitude Sweep test showed a better performance in terms of stress and fatigue life for the PE blends.
- Published
- 2022
6. Rheological Behaviors of Waste Polyethylene Modified Asphalt Binder: Statistical Analysis of Interlaboratory Testing Results
- Author
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Di Wang, Andrea Baliello, Gustavo dos Santas Pinheiro, Lily D. Poulikakos, Marjan Tušar, Kamilla L. Vasconcelos, Muhammad Rafiq Kakar, Laurent Porot, Emiliano Pasquini, Gaspare Giancontieri, Chiara Riccardi, Marco Pasetto, Davide Lo Presti, Augusto Cannone Falchetto, Wang, D, Baliello, A, Pinheiro, GD, Poulikakos, LD, Tusar, M, Vasconcelos, KL, Kakar, MR, Porot, L, Pasquini, E, Giancontieri, G, Riccardi, C, Pasetto, M, Lo Presti, D, and Falchetto, AC
- Subjects
G-R parameter ,statistical analysis ,Mechanics of Materials ,Mechanical Engineering ,rheological behavior ,dynamic shear rheometer ,Polyethylene plastics ,General Materials Science ,modified binder ,phase angle - Abstract
This article investigated the effect of waste polyethylene (PE) on the modified asphalt binders' rheological behavior from a statistical point of view. The interlaboratory testing results from the RILEM Technical Committee 279 Valorization of Waste and Secondary Materials for Roads Task Group 1 were used for this purpose. First, an unaged 70/100 penetration graded neat binder was selected as the reference material. Next, a single 5 % content of waste PE additives (PE-pellets and PE-shreds) was mixed with a 95 % neat binder to prepare two PE modified binders. Then, dynamic shear rheometer-based temperature-frequency sweep tests were performed over a wide range of temperatures and frequencies to evaluate the rheological properties of these three binders. Different rheological behaviors were observed in the isochronal plots at high temperatures. Based on a reproducibility precision requirement proposed for phase angle, 28 degrees C was set as the transition temperature across the rheological behaviors. Next, according to the three rheological behaviors defined in a previous study by the authors, statistical analysis was introduced to identify sensitive rheological parameters and determine the thresholds. Results indicate that the phase angle measured above 28 degrees C and 1.59 Hz can be used as a sensitive parameter to discriminate the three rheological behaviors of PE modified binders. The thresholds among different behaviors were also calculated as an example for phase angle measured at the highest common testing temperature of 70 degrees C. Additional experimental evaluations on more types of PE modified binders, especially at intermediate and high temperatures, are recommended to better understand their influence on the rheological behavior of PE modified binders.
- Published
- 2023
7. Investigating Tools for Sustainability Assessment of Road Pavements in Europe
- Author
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Gabriella Buttitta, Gaspare Giancontieri, Silvia Milazzo, Chiara Mignini, Patricia Hennig Osmari, Usman Ghani, Davide Lo Presti, and Buttitta G., Giancontieri, G., Milazzo S., Mignini, C., Hennig Osmari, P., Ghani U., Lo Presti D.
- Subjects
Reclaimed asphalt (RA) ,life cycle sustainability assessment (LCSA) ,sustainability assessment ,sustainability rating system ,road pavement - Abstract
Sustainability assessment (SA) is a method to support decision making processes through the evaluation of system effectiveness, environmental integrity, economic valuation, and social implications [1]. SA can be carried out through the application of life-cycle-based techniques for quantitative assessment, or by performing a mainly qualitative approach via sustainability rating systems (SRS). In the field of civil engineering, many SRS have been proposed, all based on assigning point values to actions that are determined to contribute to the overall sustainability of the project. However, only few of these systems can be applied specifically to compare road pavement technologies and/or maintenance and rehabilitation strategies. This study focuses on adapting two of these tools: GreenPave [2], developed in the US, and BE2ST (Building Environmentally and Economically Sustainable Transportation–Infrastructure–Highways) [3], developed in Canada. The investigation consisted of evaluating the feasibility of increasing the amount of reclaimed asphalt (RA) in European wearing courses by carrying out a comparative analysis of eight different mixtures, containing up to 90% of RA.
- Published
- 2022
8. Rheological properties of asphalt binder modified with waste polyethylene: An interlaboratory research from the RILEM TC WMR
- Author
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Di Wang, Andrea Baliello, Lily Poulikakos, Kamilla Vasconcelos, Muhammad Rafiq Kakar, Gaspare Giancontieri, Emiliano Pasquini, Laurent Porot, Marjan Tušar, Chiara Riccardi, Marco Pasetto, Davide Lo Presti, Augusto Cannone Falchetto, Wang, D, Baliello, A, Poulikakos, L, Vasconcelos, K, Kakar, MR, Giancontieri, G, Pasquini, E, Porot, L, Tusar, M, Riccardi, C, Pasetto, M, Lo Presti, D, Falchetto, AC, Mineral Based Materials and Mechanics, University of Padova, Swiss Federal Laboratories for Materials Science and Technology, Universidade de São Paulo, University of Palermo, Kraton Chemical B.V., Slovenian National Building and Civil Engineering Institute, University of Pisa, Department of Civil Engineering, Aalto-yliopisto, and Aalto University
- Subjects
G-R parameter ,Economics and Econometrics ,Asphalt binder ,Waste ,Dynamic shear rheometer (DSR) ,Polyethylene (PE) plastics ,Rheological property ,Settore ICAR/04 - Strade, Ferrovie Ed Aeroporti ,Asphalt binder, Waste, Polyethylene (PE) plastics, Dynamic shear rheometer (DSR), Rheological property, G -R parameter ,Waste Management and Disposal - Abstract
Funding Information: The RILEM Technical Committee on Valorisation of Waste and Secondary Materials for Roads (TC 279-WMR) and the members of Task Group 1 are gratefully acknowledged. The authors would also like to thank Nynas AB and Swiss company Innorecycling for supporting the interlaboratory activity by providing reference neat binder and PE-pellets, PE-shreds additives. The contribution of the Swiss National Science Foundation ( 205121_178991 ) to the Swiss partners is also acknowledged. Funding Information: The RILEM Technical Committee on Valorisation of Waste and Secondary Materials for Roads (TC 279-WMR) and the members of Task Group 1 are gratefully acknowledged. The authors would also like to thank Nynas AB and Swiss company Innorecycling for supporting the interlaboratory activity by providing reference neat binder and PE-pellets, PE-shreds additives. The contribution of the Swiss National Science Foundation (205121_178991) to the Swiss partners is also acknowledged. Publisher Copyright: © 2022 Significant volumes of waste materials such as plastics is generated every year worldwide with a potentially harmful impact on the environment. At the same time, the demand for asphalt modifiers has seen an increase over the year with consequent higher costs for these types of additives. Therefore, combining large amounts of available waste plastics with asphalt binder as an extender or modifier would potentially improve the paving material properties while limiting the disposed waste. While several rheological studies have been performed in the past, they were restricted to single research efforts hindering a consistent comparison among the valuable results of these investigations. For this reason, the Task Group 1 of the RILEM Technical Committee 279-WMR established a research activity with 11 international institutions to conduct interlaboratory research to evaluate the possibility of using waste polyethylene (PE) as an additive in asphalt binder. The study addressed the combined impact of PE materials andexperimental conditions on the rheological properties of asphalt binder. For this purpose, conventional tests (penetration value, softening point temperature, and Fraass breaking point temperature) and the linear viscoelastic characterization using the Dynamic Shear Rheometer (DSR) were adopted. An unaged pen grade 70/100 neat binder was selected as the reference binder; PE-pellets and PE-shreds, produced from the recycled waste polyethylene materials, were used as the polymer additives. A single content (5%) of PE-pellets and PE-shreds was used to blend the PE material with the reference binder (95%) and prepare the two PE modified binders. Results indicate that the use of plastic modifiers leads to an overall higher complex shear modulus and softening point temperature while decreasing the penetration value. Higher dispersion in the results, especially in phase angles, was observed for blended binders at high temperatures. The PE modified binders exhibited poor reproducibility among laboratories and a low level of repeatability. Such a scatter in the data could result from an uneven dispersion of plastic material at high temperatures. In contrast, plastic shapes and batches appeared to have a limited impact. Three different rheological behaviors, neat binder, modified binder, and complex modified binder, were visually identified among the interlaboratory results and based on a simple statistical analysis of variance. Further analysis of the data suggested that the Glover Rowe (G-R) parameter can be used as a sensitive tool to classify the rheological behaviors of PE modified binders. Further experimental evaluation on specific testing conditions, such as measurement gaps of DSR at high temperatures, is recommended to advance the understanding of their influence on the rheological behavior of PE modified binders.
- Published
- 2022
- Full Text
- View/download PDF
9. Tracking the invasion of the red swamp crayfish Procambarus clarkii (Girard, 1852) (Decapoda Cambaridae) in Sicily: a 'citizen science' approach
- Author
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Pierluigi Vinci, Giuseppe Russo, Federico Marrone, Stefania D'Angelo, Carmelo Isgrò, Gabriele Giacalone, Vincenzo Garozzo, Giuseppe Urso, Maria Grazia Zizzo, Daniele Torre, Federica Navarria, Giorgio Favaccio, Domenica Emanuela Canale, Antonio Torre, Viviana Tinnirello, Raffaella Melfi, Giacoma Lidia Giancontieri, Bruno Morello, Francesco Paolo Faraone, Giancarlo Torre, Faraone, F., Giacalone, G., Canale, D., D'Angelo, S., Favaccio, G., Garozzo, V., Giancontieri, G., Isgrò, C., Melfi, R., Morello, B., Navarria, F., Russo, G., Tinnirello, V., Torre, A., Torre, D., Torre, G., Urso, G., Vinci, P., Zizzo, M., and Marrone, F.
- Subjects
0106 biological sciences ,lcsh:QH1-199.5 ,biological invasions ,Settore BIO/05 - Zoologia ,010607 zoology ,Procambarus ,alien species ,Citizen science ,lcsh:General. Including nature conservation, geographical distribution ,01 natural sciences ,Swamp ,Invasive species ,Red swamp crayfish ,Ecology, Evolution, Behavior and Systematics ,Procambarus clarkii ,Global and Planetary Change ,geography.geographical_feature_category ,Ecology ,biology ,010604 marine biology & hydrobiology ,biology.organism_classification ,Crayfish ,language.human_language ,Cambaridae ,Fishery ,Geography ,language ,Stefania ,alien species, biological invasions, citizen science, Procambarus clarkii ,Sicilian - Abstract
Author(s): Faraone, Francesco Paolo; Giacalone, Gabriele; Canale, Domenica Emanuela; D'Angelo, Stefania; Favaccio, Giorgio; Garozzo, Vincenzo; Giancontieri, Giacoma Lidia; Isgro, Carmelo; Melfi, Raffaella; Morello, Bruno; Navarria, Federica; Russo, Giuseppe; Tinnirello, Viviana; Torre, Antonio; Torre, Daniele; Torre, Giancarlo; Urso, Giuseppe; Vinci, Pierluigi; Zizzo, Maria Grazia; Marrone, Federico | Abstract: The first record of the red swamp crayfish in Sicily dates back to 2003 and, since then, the species seemed to be confined to a few localities in western Sicily. A small “citizen science” project carried out from November 2016 onwards led to the creation of the “Sicilian Procambarus working group” (SPwg), which aims at monitoring the distribution and impact of the species in Sicily. To date, the SPwg found the red swamp crayfish in five new sites on the island, thus doubling the number of local sites of occurrence. The new Procambarus clarkii sites lie in different river basins, some of them located several hundred kilometres from the invaded areas known to date, suggesting the existence of multiple independent releases of the species in the wild. The need of better informing the local population on the risks exerted by invasive species on biological diversity, and of carefully monitoring the impact of P. clarkii on the Sicilian inland water biota is briefly stressed.
- Published
- 2017
- Full Text
- View/download PDF
10. Improving the rheometry of rubberized bitumen: experimental and computation fluid dynamics studies
- Author
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G. Giancontieri, David J. Hargreaves, D. Lo Presti, Lo Presti, D., Giancontieri, G., and Hargreaves, D.M.
- Subjects
Rheometry ,Computer science ,business.industry ,Mechanical engineering ,Viscometer ,02 engineering and technology ,Building and Construction ,Computational fluid dynamics ,021001 nanoscience & nanotechnology ,Viscosity ,Impeller ,020401 chemical engineering ,Rheology ,Materials Science(all) ,Asphalt rubber, Rubberized bitumen, CFD, Rheometry, Complex fluids Viscosity ,Fluid dynamics ,Settore ICAR/04 - Strade, Ferrovie Ed Aeroporti ,General Materials Science ,0204 chemical engineering ,0210 nano-technology ,business ,Complex fluid ,Civil and Structural Engineering - Abstract
Multi-phase materials are common in several fields of engineering and rheological measurements are intensively adopted for their development and quality control. Unfortunately, due to the complexity of these materials, accurate measurements can be challenging. This is the case of bitumen-rubber blends used in civil engineering as binders for several applications such as asphalt concrete for road pavements but recently also for roofing membranes. These materials can be considered as heterogeneous blends of fluid and particles with different densities. Due to this nature the two components tends to separate and this phenomenon can be enhanced with inappropriate design and mixing. This is the reason behind the need of efficient dispersion and distribution during their manufacturing and it also explains while real-time viscosity measurements could provide misleading results. To overcome this problem, in a previous research effort, a Dual Helical Impeller (DHI) for a Brookfield viscometer was specifically designed, calibrated and manufactured. The DHI showed to provide a more stable trend of measurements and these were identified as being “more realistic” when compared with those obtained with standard concentric cylinder testing geometries, over a wide range of viscosities. However, a fundamental understanding of the reasons behind this improvement is lacking and this paper aims at filling these gaps. Hence, in this study a tailored experimental programme resembling the bitumen-rubber system together with a bespoke Computational Fluid Dynamics (CFD) model are used to provide insights into DHI applicability to perform viscosity measurements with multiphase fluids as well as to validate its empirical calibration procedure. A qualitative comparison between the laboratory results and CFD simulations proved encouraging and this was enhanced with quantitative estimations of the mixing efficiency of both systems. The results proved that CFD model is capable of simulating these systems and the obtained simulations gave insights into the flow fields created by the DHI. It is now clear that DHI uses its inner screw to create a vertical dragging of particles within a fluid of lower density, while the outer screw transports the suspended particles down. This induced flow helps keeping the test sample less heterogeneous and this in turns allows recording more stable viscosity measurements. This work was supported by the Engineering and Physical Sciences Research Council (EPSRC) [grant number EP/M506588/1 ].
- Published
- 2017
11. Towards Low-Cost Pavement Condition Health Monitoring and Analysis Using Deep Learning
- Author
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Laura Inzerillo, G. Giancontieri, Gaetano Di Mino, Ronald Roberts, Roberts R., Giancontieri G., Inzerillo L., and Di Mino G.
- Subjects
Damage detection ,Computer science ,0211 other engineering and technologies ,02 engineering and technology ,lcsh:Technology ,lcsh:Chemistry ,Transport engineering ,Automated detection ,Severity assessment ,Road networks ,021105 building & construction ,low-cost technologies ,0202 electrical engineering, electronic engineering, information engineering ,Settore ICAR/04 - Strade, Ferrovie Ed Aeroporti ,General Materials Science ,Road pavement distresses ,lcsh:QH301-705.5 ,Instrumentation ,Pavement management system ,Fluid Flow and Transfer Processes ,lcsh:T ,business.industry ,Process Chemistry and Technology ,Deep learning ,Low-cost technologie ,General Engineering ,Pavement management ,Urban road ,Integrated approach ,lcsh:QC1-999 ,Computer Science Applications ,Workflow ,lcsh:Biology (General) ,lcsh:QD1-999 ,lcsh:TA1-2040 ,020201 artificial intelligence & image processing ,Artificial intelligence ,lcsh:Engineering (General). Civil engineering (General) ,business ,lcsh:Physics ,Pavement condition monitoring - Abstract
Governments are faced with countless challenges to maintain conditions of road networks. This is due to financial and physical resource deficiencies of road authorities. Therefore, low-cost automated systems are sought after to alleviate these issues and deliver adequate road conditions for citizens. There have been several attempts at creating such systems and integrating them within Pavement management systems. This paper utilizes replicable deep learning techniques to carry out hotspot analyses on urban road networks highlighting important pavement distress types and associated severities. Following this, analyses were performed illustrating how the hotspot analysis can be carried out to continuously monitor the structural health of the pavement network. The methodology is applied to a road network in Sicily, Italy where there are numerous roads in need of rehabilitation and repair. Damage detection models were created which accurately highlight the location and a severity assessment. Harmonized distress categories, based on industry standards, are utilized to create practical workflows. This creates a pipeline for future applications of automated pavement distress classification and a platform for an integrated approach towards optimizing urban pavement management systems.
- Published
- 2020
- Full Text
- View/download PDF
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