49 results on '"Giannakakis, Georgios"'
Search Results
2. Evidence of bifunctionality of carbons and metal atoms in catalyzed acetylene hydrochlorination
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Giulimondi, Vera, Ruiz-Ferrando, Andrea, Giannakakis, Georgios, Surin, Ivan, Agrachev, Mikhail, Jeschke, Gunnar, Krumeich, Frank, López, Núria, Clark, Adam H., and Pérez-Ramírez, Javier
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- 2023
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3. Single-atom heterogeneous catalysts for sustainable organic synthesis
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Giannakakis, Georgios, Mitchell, Sharon, and Pérez-Ramírez, Javier
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- 2022
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4. Single-step selective oxidation of methane to methanol in the aqueous phase on iridium-based catalysts
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Li, Mengwei, Shan, Junjun, Giannakakis, Georgios, Ouyang, Mengyao, Cao, Sufeng, Lee, Sungsik, Allard, Lawrence F., and Flytzani-Stephanopoulos, Maria
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- 2021
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5. Developing single-site Pt catalysts for the preferential oxidation of CO: A surface science and first principles-guided approach
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Liu, Jilei, Hensley, Alyssa J.R., Giannakakis, Georgios, Therrien, Andrew J., Sukkar, Ahmad, Schilling, Alex C., Groden, Kyle, Ulumuddin, Nisa, Hannagan, Ryan T., Ouyang, Mengyao, Flytzani-Stephanopoulos, Maria, McEwen, Jean-Sabin, and Sykes, E. Charles H.
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- 2021
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6. Understanding and Controlling Reactivity Patterns of Pd1@C3N4‑Catalyzed Suzuki–Miyaura Couplings.
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Usteri, Marc Eduard, Giannakakis, Georgios, Bugaev, Aram, Pérez-Ramírez, Javier, and Mitchell, Sharon
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- 2024
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7. Single-Atom Alloy Formation via Reaction-Driven Catalyst Restructuring.
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Giannakakis, Georgios, Soni, Yogita, Novotny, Gregory L., Zhaoru Zha, Libretto, Nicole J., Dang, Yanliu, Suib, Steven L., Miller, Jeffrey T., Sykes, E. Charles H., and Deshlahra, Prashant
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- 2024
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8. Directing reaction pathways via in situ control of active site geometries in PdAu single-atom alloy catalysts
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Ouyang, Mengyao, Papanikolaou, Konstantinos G., Boubnov, Alexey, Hoffman, Adam S., Giannakakis, Georgios, Bare, Simon R., Stamatakis, Michail, Flytzani-Stephanopoulos, Maria, and Sykes, E. Charles H.
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- 2021
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9. PdCu Single Atom Alloys for the Selective Oxidation of Methanol to Methyl Formate at Low Temperatures
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Shan, Junjun, Giannakakis, Georgios, Liu, Jilei, Cao, Sufeng, Ouyang, Mengyao, Li, Mengwei, Lee, Sungsik, and Flytzani-Stephanopoulos, Maria
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- 2020
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10. Droplet‐Based Microfluidics Reveals Insights into Cross‐Coupling Mechanisms over Single‐Atom Heterogeneous Catalysts.
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Moragues, Thomas, Giannakakis, Georgios, Ruiz‐Ferrando, Andrea, Borca, Camelia N., Huthwelker, Thomas, Bugaev, Aram, de Mello, Andrew J., Pérez‐Ramírez, Javier, and Mitchell, Sharon
- Subjects
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HETEROGENEOUS catalysts , *MICROFLUIDICS , *ORGANIC synthesis , *X-ray spectroscopy , *METAL complexes , *PALLADIUM - Abstract
Single‐atom heterogeneous catalysts (SACs) hold promise as sustainable alternatives to metal complexes in organic transformations. However, their working structure and dynamics remain poorly understood, hindering advances in their design. Exploiting the unique features of droplet‐based microfluidics, we present the first in‐situ assessment of a palladium SAC based on exfoliated carbon nitride in Suzuki–Miyaura cross‐coupling using X‐ray absorption spectroscopy. Our results confirm a surface‐catalyzed mechanism, revealing the distinct electronic structure of active Pd centers compared to homogeneous systems, and providing insights into the stabilizing role of ligands and bases. This study establishes a valuable framework for advancing mechanistic understanding of organic syntheses catalyzed by SACs. [ABSTRACT FROM AUTHOR]
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- 2024
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11. Low-nuclearity CuZn ensembles on ZnZrOx catalyze methanol synthesis from CO2.
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Pinheiro Araújo, Thaylan, Giannakakis, Georgios, Morales-Vidal, Jordi, Agrachev, Mikhail, Ruiz-Bernal, Zaira, Preikschas, Phil, Zou, Tangsheng, Krumeich, Frank, Willi, Patrik O., Stark, Wendelin J., Grass, Robert N., Jeschke, Gunnar, Mitchell, Sharon, López, Núria, and Pérez-Ramírez, Javier
- Abstract
Metal promotion could unlock high performance in zinc-zirconium catalysts, ZnZrO
x , for CO2 hydrogenation to methanol. Still, with most efforts devoted to costly palladium, the optimal metal choice and necessary atomic-level architecture remain unclear. Herein, we investigate the promotion of ZnZrOx catalysts with small amounts (0.5 mol%) of diverse hydrogenation metals (Re, Co, Au, Ni, Rh, Ag, Ir, Ru, Pt, Pd, and Cu) prepared via a standardized flame spray pyrolysis approach. Cu emerges as the most effective promoter, doubling methanol productivity. Operando X-ray absorption, infrared, and electron paramagnetic resonance spectroscopic analyses and density functional theory simulations reveal that Cu0 species form Zn-rich low-nuclearity CuZn clusters on the ZrO2 surface during reaction, which correlates with the generation of oxygen vacancies in their vicinity. Mechanistic studies demonstrate that this catalytic ensemble promotes the rapid hydrogenation of intermediate formate into methanol while effectively suppressing CO production, showcasing the potential of low-nuclearity metal ensembles in CO2 -based methanol synthesis.The ideal metal selection and atomic-level arrangement for catalysts in CO2 hydrogenation are still uncertain. Here, copper is identified as the most effective promoter for enhancing ZnZrOx catalysts when precisely structured into CuZn ensembles, offering new insights for designing superior catalysts for CO2 -based methanol synthesis. [ABSTRACT FROM AUTHOR]- Published
- 2024
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12. Forward osmosis with high-performing TFC membranes for concentration of digester centrate prior to phosphorus recovery
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Kedwell, Katie C., Quist-Jensen, Cejna A., Giannakakis, Georgios, and Christensen, Morten L.
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- 2018
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13. Reaction Environment Design for Multigram Synthesis via Sonogashira Coupling over Heterogeneous Palladium Single-Atom Catalysts.
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Poier, Dario, Akl, Dario Faust, Lucas, Elysia, Machado, Alicia Rodrigues, Giannakakis, Georgios, Mitchell, Sharon, Guillén-Gosálbez, Gonzalo, Marti, Roger, and Pérez-Ramírez, Javier
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- 2023
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14. NiAu Single Atom Alloys for the Non-oxidative Dehydrogenation of Ethanol to Acetaldehyde and Hydrogen
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Giannakakis, Georgios, Trimpalis, Antonios, Shan, Junjun, Qi, Zhen, Cao, Sufeng, Liu, Jilei, Ye, Jianchao, Biener, Juergen, and Flytzani-Stephanopoulos, Maria
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- 2018
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15. Reaktionsinduzierte Metall‐Metalloxid‐Wechselwirkungen in Pd‐In2O3/ZrO2 Katalysatoren fördern die selektive und stabile CO2‐Hydrierung zu Methanol.
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Pinheiro Araújo, Thaylan, Morales‐Vidal, Jordi, Giannakakis, Georgios, Mondelli, Cecilia, Eliasson, Henrik, Erni, Rolf, Stewart, Joseph A., Mitchell, Sharon, López, Núria, and Pérez‐Ramírez, Javier
- Abstract
Copyright of Angewandte Chemie is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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- 2023
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16. Reaction‐Induced Metal‐Metal Oxide Interactions in Pd‐In2O3/ZrO2 Catalysts Drive Selective and Stable CO2 Hydrogenation to Methanol.
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Araújo, Thaylan Pinheiro, Morales‐Vidal, Jordi, Giannakakis, Georgios, Mondelli, Cecilia, Eliasson, Henrik, Erni, Rolf, Stewart, Joseph A., Mitchell, Sharon, López, Núria, and Pérez‐Ramírez, Javier
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HYDROGENATION ,CATALYSTS ,METHANOL ,OXIDES ,CARBON dioxide - Abstract
Ternary Pd‐In2O3/ZrO2 catalysts exhibit technological potential for CO2‐based methanol synthesis, but developing scalable systems and comprehending complex dynamic behaviors of the active phase, promoter, and carrier are key for achieving high productivity. Here, we show that the structure of Pd‐In2O3/ZrO2 systems prepared by wet impregnation evolves under CO2 hydrogenation conditions into a selective and stable architecture, independent of the order of addition of Pd and In phases on the zirconia carrier. Detailed operando characterization and simulations reveal a rapid restructuring driven by the metal‐metal oxide interaction energetics. The proximity of InPdx alloy particles decorated by InOx layers in the resulting architecture prevents performance losses associated with Pd sintering. The findings highlight the crucial role of reaction‐induced restructuring in complex CO2 hydrogenation catalysts and offer insights into the optimal integration of acid‐base and redox functions for practical implementation. [ABSTRACT FROM AUTHOR]
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- 2023
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17. Reaction-Induced Formation of Stable Mononuclear Cu(I)Cl Species on Carbon for Low-Footprint Vinyl Chloride Production
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Faust Akl, Dario, Giannakakis, Georgios, Ruiz-Ferrando, Andrea, Agrachev, Mikhail, Medrano-García, Juan D., Guillén Gosálbez, Gonzalo, Jeschke, Gunnar, Clark, Adam H., Safonova, Olga V., Mitchell, Sharon, López, Núria, and Pérez-Ramírez, Javier
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life-cycle assessment ,acetylene hydrochlorination ,copper speciation ,single-atom catalysis ,reaction-induced restructuring - Abstract
Copper catalysts are attractive candidates for Hg-free vinyl chloride monomer (VCM) production via acetylene hydrochlorination due to their non-toxic nature and high stability. However, the optimal architecture for Cu-based catalysts at the nanoscale is not yet fully understood. To address this gap, the metal precursor and the annealing temperature are modified to prepare copper nanoparticles or single atoms, either in chlorinated or ligand-free form, on an unmodified carbon support. Evaluation in the reaction reveals a remarkable convergence of the performance of all materials to the stable VCM productivity of the single-atom catalyst. In-depth characterization by advanced microscopy, quasi in situ and operando spectroscopy, and simulations uncover a reaction-induced formation of low-valent, single atom Cu(I)Cl site motif, regardless of the initial nanostructure. Various surface oxygen groups promote nanoparticle redispersion by stabilizing single-atom CuClx species. The anchoring site structure does not strongly influence the acetylene adsorption energy or the crucial role they play in stabilizing key reaction intermediates. A life-cycle assessment demonstrates the potential environmental benefits of copper catalysts over state-of-the-art alternatives. This work contributes to a better understanding of optimal metal speciation and highlights the sustainability of Cu-based catalysts for VCM production., Advanced Materials, ISSN:0935-9648, ISSN:1521-4095
- Published
- 2023
18. Mechanistic Insights into Nonoxidative Ethanol Dehydrogenation on NiCu Single-Atom Alloys.
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Patel, Dipna A., Giannakakis, Georgios, Yan, George, Ngan, Hio Tong, Yu, Peng, Hannagan, Ryan T., Kress, Paul L., Shan, Junjun, Deshlahra, Prashant, Sautet, Philippe, and Sykes, E. Charles H.
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- 2023
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19. Leveraging artificial intelligence to advance the understanding of chemical neurotoxicity
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Aschner, Michael, Mesnage, Robin, Docea, Anca Oana, Paoliello, Monica Maria Bastos, Tsatsakis, Aristides, Giannakakis, Georgios, Papadakis, Georgios Z., Vinceti, Silvio Roberto, Santamaria, Abel, Skalny, Anatoly V., and Tinkov, Alexey A.
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- 2022
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20. Selective Catalytic Oxidation of Methane to Methanol in Aqueous Medium over Copper Cations Promoted by Atomically Dispersed Rhodium on TiO2.
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Gu, Fubo, Qin, Xuetao, Li, Mengwei, Xu, Yao, Hong, Song, Ouyang, Mengyao, Giannakakis, Georgios, Cao, Sufeng, Peng, Mi, Xie, Jinling, Wang, Meng, Han, Dongmei, Xiao, Dequan, Wang, Xiayan, Wang, Zhihua, and Ma, Ding
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SELECTIVE catalytic oxidation ,OXIDATION of methanol ,CATALYSTS ,RHODIUM ,COPPER ,METHANOL ,CATIONS - Abstract
Direct conversion of methane into value‐added chemicals, such as methanol under mild conditions, is a promising route for industrial applications. In this work, atomically dispersed Rh on TiO2 suspended in an aqueous solution was used for the oxidation of methane to methanol. Promoted by copper cations (as co‐catalyst) in solution, the catalysts exhibited high activity and selectivity for the production of methanol using molecular oxygen with the presence of carbon monoxide at 150 °C with a reaction pressure of 31 bar. Millimole level yields of methanol were reached with the selectivity higher than 99 % using the Rh/TiO2 catalysts with the promotion of the copper cation. CO was the reductive agent to generate H2 from H2O, which led to the formation of H2O2 through the reaction of H2 and O2. Atomically dispersed Rh activated the C−H bond in CH4 and catalyzed the oxidation using H2O2. Copper cations maintained the low‐valence state of Rh. Moreover, copper acted as a scavenger for suppressing the overoxidation, thus leading to the high selectivity of methanol. [ABSTRACT FROM AUTHOR]
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- 2022
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21. Selective Catalytic Oxidation of Methane to Methanol in Aqueous Medium over Copper Cations Promoted by Atomically Dispersed Rhodium on TiO2.
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Gu, Fubo, Qin, Xuetao, Li, Mengwei, Xu, Yao, Hong, Song, Ouyang, Mengyao, Giannakakis, Georgios, Cao, Sufeng, Peng, Mi, Xie, Jinling, Wang, Meng, Han, Dongmei, Xiao, Dequan, Wang, Xiayan, Wang, Zhihua, and Ma, Ding
- Subjects
SELECTIVE catalytic oxidation ,OXIDATION of methanol ,CATALYSTS ,RHODIUM ,COPPER ,METHANOL ,CATIONS - Abstract
Direct conversion of methane into value‐added chemicals, such as methanol under mild conditions, is a promising route for industrial applications. In this work, atomically dispersed Rh on TiO2 suspended in an aqueous solution was used for the oxidation of methane to methanol. Promoted by copper cations (as co‐catalyst) in solution, the catalysts exhibited high activity and selectivity for the production of methanol using molecular oxygen with the presence of carbon monoxide at 150 °C with a reaction pressure of 31 bar. Millimole level yields of methanol were reached with the selectivity higher than 99 % using the Rh/TiO2 catalysts with the promotion of the copper cation. CO was the reductive agent to generate H2 from H2O, which led to the formation of H2O2 through the reaction of H2 and O2. Atomically dispersed Rh activated the C−H bond in CH4 and catalyzed the oxidation using H2O2. Copper cations maintained the low‐valence state of Rh. Moreover, copper acted as a scavenger for suppressing the overoxidation, thus leading to the high selectivity of methanol. [ABSTRACT FROM AUTHOR]
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- 2022
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22. Surgical Treatments for Lentigo Maligna: A Review
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McLEOD, MICHAEL, CHOUDHARY, SONAL, GIANNAKAKIS, GEORGIOS, and NOURI, KEYVAN
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- 2011
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23. Mechanistic and Electronic Insights into a Working NiAu Single-Atom Alloy Ethanol Dehydrogenation Catalyst.
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Giannakakis, Georgios, Kress, Paul, Duanmu, Kaining, Ngan, Hio Tong, Yan, George, Hoffman, Adam S., Qi, Zhen, Trimpalis, Antonios, Annamalai, Leelavathi, Ouyang, Mengyao, Liu, Jilei, Eagan, Nathaniel, Biener, Juergen, Sokaras, Dimosthenis, Flytzani-Stephanopoulos, Maria, Bare, Simon R., Sautet, Philippe, and Sykes, E. Charles H.
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- 2021
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24. First-principles design of a single-atom–alloy propane dehydrogenation catalyst.
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Hannagan, Ryan T., Giannakakis, Georgios, Réocreux, Romain, Schumann, Julia, Finzel, Jordan, Wang, Yicheng, Michaelides, Angelos, Deshlahra, Prashant, Christopher, Phillip, Flytzani-Stephanopoulos, Maria, Stamatakis, Michail, and Sykes, E. Charles H.
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RHODIUM catalysts , *PROPANE , *DEHYDROGENATION , *PROPENE , *ALKANES , *HYDROGEN bonding , *NANOPARTICLES - Abstract
The complexity of heterogeneous catalysts means that a priori design of new catalytic materials is difficult, but the well-defined nature of single-atom–alloy catalysts has made it feasible to perform unambiguous theoretical modeling and precise surface science experiments. Herein we report the theory-led discovery of a rhodium-copper (RhCu) single-atom–alloy catalyst for propane dehydrogenation to propene. Although Rh is not generally considered for alkane dehydrogenation, first-principles calculations revealed that Rh atoms disperse in Cu and exhibit low carbon-hydrogen bond activation barriers. Surface science experiments confirmed these predictions, and together these results informed the design of a highly active, selective, and coke-resistant RhCu nanoparticle catalyst that enables low-temperature nonoxidative propane dehydrogenation. [ABSTRACT FROM AUTHOR]
- Published
- 2021
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25. Cover Picture: Droplet‐Based Microfluidics Reveals Insights into Cross‐Coupling Mechanisms over Single‐Atom Heterogeneous Catalysts (Angew. Chem. Int. Ed. 20/2024).
- Author
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Moragues, Thomas, Giannakakis, Georgios, Ruiz‐Ferrando, Andrea, Borca, Camelia N., Huthwelker, Thomas, Bugaev, Aram, de Mello, Andrew J., Pérez‐Ramírez, Javier, and Mitchell, Sharon
- Subjects
- *
MICROFLUIDICS , *HETEROGENEOUS catalysts , *PALLADIUM catalysts , *ORGANIC synthesis - Abstract
The article discusses the importance of developing improved in-situ characterization tools for designing heterogeneous catalysts for organic syntheses. The authors present an innovative in-situ X-ray absorption spectroscopy approach using droplet-based microfluidics to study palladium single-atom catalysts in Suzuki-Miyaura coupling. The results demonstrate the feasibility of the technique and its potential to provide new mechanistic insights. Additionally, another research article by different authors explores the discovery of non-Fenton-type reactive oxygen species driving abiotic CH4 production, offering a new approach for engineering CH4 production. [Extracted from the article]
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- 2024
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26. Titelbild: Droplet‐Based Microfluidics Reveals Insights into Cross‐Coupling Mechanisms over Single‐Atom Heterogeneous Catalysts (Angew. Chem. 20/2024).
- Author
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Moragues, Thomas, Giannakakis, Georgios, Ruiz‐Ferrando, Andrea, Borca, Camelia N., Huthwelker, Thomas, Bugaev, Aram, de Mello, Andrew J., Pérez‐Ramírez, Javier, and Mitchell, Sharon
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ORGANIC synthesis , *X-ray absorption , *CATALYST synthesis , *REACTIVE oxygen species , *X-ray spectroscopy - Abstract
The article titled "Titelbild: Droplet-Based Microfluidics Reveals Insights into Cross-Coupling Mechanisms over Single-Atom Heterogeneous Catalysts" discusses the development of in-situ characterization tools for heterogeneous catalysts in organic syntheses. The authors, Andrew J. deMello, Javier Pérez-Ramírez, Sharon Mitchell, and their colleagues, demonstrate the use of an innovative in-situ X-ray absorption spectroscopy approach using droplet-based microfluidics to study palladium single-atom catalysts in Suzuki-Miyaura coupling. The results of their study highlight the feasibility of this technique and its potential to provide new mechanistic insights. Additionally, the article mentions another research article by Shungui Zhou, Yujie Xiong, and their colleagues, which reports on the discovery of non-Fenton-type reactive oxygen species driving abiotic CH4 production, offering a new approach for engineering CH4 production. [Extracted from the article]
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- 2024
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27. Single-Atom Alloy Catalysis.
- Author
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Hannagan, Ryan T., Giannakakis, Georgios, Flytzani-Stephanopoulos, Maria, and Sykes, E. Charles H.
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- 2020
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28. NiAu single atom alloys for the selective oxidation of methacrolein with methanol to methyl methacrylate.
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Trimpalis, Antonios, Giannakakis, Georgios, Cao, Sufeng, and Flytzani-Stephanopoulos, Maria
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METHYL methacrylate , *OXIDATION of methanol , *ATOMS , *ALLOYS , *OXIDATIVE coupling , *METHYL formate , *GOLD catalysts - Abstract
• Ni doping of Au NPs greatly enhances activity for MA-methanol oxidative coupling. • NiAu SAAs show 100% MMA selectivity, similar to bare Au. • [Au-O x ]- species are the active sites for methanol-methacrolein coupling. • The interaction of Ni atoms with gold promotes formation of the active [Au-O x ]- species. • High MMA yields on NiAu SAAs even at low methanol concentrations in the liquid phase. The oxidative cross-coupling of unsaturated aldehydes and alcohols with methanol is catalyzed by O-activated gold surfaces in both ambient pressure and UHV conditions. From liquid-phase studies it has been found that either the addition of a base or the use of a basic support is necessary for high yields of the corresponding methyl ester. Here we demonstrate that addition of a small amount of Ni, at the single atom limit, on supported Au nanoparticles, without the aid of a base in the reaction solution or the use of a basic support, is sufficient to activate Au for the selective oxidative esterification of methacrolein with methanol. The Ni concentration and dispersion are followed by ICP-AES and in situ DRIFTS, respectively. The active site appears to be the same for both NiAu and Au NPs; namely, an [Au-O x ]- species, as similar apparent activation energies of the reaction were found in kinetic studies over these two catalysts. Ni was also shown to allow for lower methanol concentrations to be used without affecting the catalytic activity and selectivity to the desired product, methyl methacrylate. In situ vibrational spectroscopy studies were conducted in an ATR-IR cell, where the reaction progress was monitored by detecting the gradual conversion of adsorbed reactants on the catalytic surface to intermediates and finally to the desired product, which was produced at close to 100% selectivity at conversions exceeding 25% at 60 ℃ on NiAu single atom alloy nanoparticles. [ABSTRACT FROM AUTHOR]
- Published
- 2020
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29. Integrated Catalysis-Surface Science-Theory Approach to Understand Selectivity in the Hydrogenation of 1-Hexyne to 1-Hexene on PdAu Single-Atom Alloy Catalysts.
- Author
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Liu, Jilei, Uhlman, Matthew B., Montemore, Matthew M., Trimpalis, Antonios, Giannakakis, Georgios, Shan, Junjun, Cao, Sufeng, Hannagan, Ryan T., Sykes, E. Charles H., and Flytzani-Stephanopoulos, Maria
- Published
- 2019
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30. Single-Atom Alloys as a Reductionist Approach to the Rational Design of Heterogeneous Catalysts.
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Giannakakis, Georgios, Flytzani-Stephanopoulos, Maria, and Sykes, E. Charles H.
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- 2019
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31. Innentitelbild: Reaktionsinduzierte Metall‐Metalloxid‐Wechselwirkungen in Pd‐In2O3/ZrO2 Katalysatoren fördern die selektive und stabile CO2‐Hydrierung zu Methanol (Angew. Chem. 42/2023)
- Author
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Pinheiro Araújo, Thaylan, Morales‐Vidal, Jordi, Giannakakis, Georgios, Mondelli, Cecilia, Eliasson, Henrik, Erni, Rolf, Stewart, Joseph A., Mitchell, Sharon, López, Núria, and Pérez‐Ramírez, Javier
- Subjects
CATALYSTS ,ALLOYS ,METHANOL - Abstract
Keywords: CO2-Hydrierung; Metall-Metalloxid-Wechselwirkungen; Methanolsynthese; Operando Analyse; Pd-In2O3/ZrO2 Katalysator DE CO2-Hydrierung Metall-Metalloxid-Wechselwirkungen Methanolsynthese Operando Analyse Pd-In2O3/ZrO2 Katalysator 1 1 1 10/12/23 20231016 NES 231016 B Developing scalable systems b and understanding dynamic behaviors are crucial for advancing the technological potential of multicomponent catalysts for CO SB 2 sb -based methanol synthesis. In their Research Article (e202306563), Javier Pérez-Ramírez and co-workers show that the reaction-induced restructuring of Pd-In SB 2 sb O SB 3 sb /ZrO SB 2 sb systems, prepared via impregnation, leads to a unique architecture that integrates the necessary acid-base functionality of In SB 2 sb O SB 3 sb with the H SB 2 sb splitting ability of an InPd SB 2 sb alloy, while also ensuring high stability. [Extracted from the article]
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- 2023
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32. Inside Cover: Reaction‐Induced Metal‐Metal Oxide Interactions in Pd‐In2O3/ZrO2 Catalysts Drive Selective and Stable CO2 Hydrogenation to Methanol (Angew. Chem. Int. Ed. 42/2023)
- Author
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Araújo, Thaylan Pinheiro, Morales‐Vidal, Jordi, Giannakakis, Georgios, Mondelli, Cecilia, Eliasson, Henrik, Erni, Rolf, Stewart, Joseph A., Mitchell, Sharon, López, Núria, and Pérez‐Ramírez, Javier
- Abstract
Developing scalable systems and understanding dynamic behaviors are crucial for advancing the technological potential of multicomponent catalysts for CO2‐based methanol synthesis. In their Research Article (e202306563), Javier Pérez‐Ramírez and co‐workers show that the reaction‐induced restructuring of Pd‐In2O3/ZrO2 systems, prepared via impregnation, leads to a unique architecture that integrates the necessary acid‐base functionality of In2O3 with the H2 splitting ability of an InPd2 alloy, while also ensuring high stability. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
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33. Evaluation of a pilot plant for a secondary treatment of mining effluents.
- Author
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Yfantis, Nikolaos, Yfantis, Alexandros, Giannakakis, Georgios, and Gazea, Vithleem
- Subjects
MINERAL industries ,SEWAGE purification ,HEAVY metals removal (Sewage purification) - Abstract
Mining effluents can often contain heavy metals such as Lead (Pb), Zinc (Zn), Iron (Fe), Manganese (Mn), Cadmium (Cd), Arsenic (As) and if left untreated can cause damage to the local aquatic environment. In this study, it is demonstrated the operation of a 9 m³/h pilot unit (PU) installed in Greece. It consists of a pH regulation and oxidation stage, followed by filtration to a catalytic multimedia filter, activated carbon filter, and a reverse osmosis (RO) unit. PU is fed by the existing pretreatment installation outlet. Our results prove that PU installing improved the water quality of water discharge, so that the final concentrations of dissolved metals to be even lower than the legislation limits for potable water. The removal of Fe, Mn, and Zn was 90%–100%, Cd was 80%–90%, while Pb and As was <80%. Operational data demonstrated very good removal efficiency of the Filtration Stage so that RO stage can be omitted. PU successful application enables design to be applied covering the complete installation needs. The operation of PU is simple, automatic, and constant. It is environment-friendly and economically viable in terms of fixed and operational cost. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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34. ECG signal recording, processing and transmission using a mobile phone.
- Author
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Giannakakis, Georgios and Buliev, Ivan
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- 2008
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35. Predicting the marketability potential of Google Play apps
- Author
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Καρτακης Αγγελος http://users.isc.tuc.gr/~akartakis, Kartakis Angelos http://users.isc.tuc.gr/~akartakis, Γιαννακακης Γεωργιος, Giannakakis Georgios, Λαγουδακης Μιχαηλ, Lagoudakis Michail, Αντώνιος Λιάπης, Antonios Liapis, Επιβλέπων: Γιαννακακης Γεωργιος, Advisor: Giannakakis Georgios, Μέλος επιτροπής: Λαγουδακης Μιχαηλ, Committee member: Lagoudakis Michail, Μέλος επιτροπής: Αντώνιος Λιάπης, and Committee member: Antonios Liapis
- Subjects
Machine Learning ,Μηχανική Μάθηση - Abstract
In recent years there has been a great increase of interest around the field of smart phone application development growing to a $33B market. Applications that meet the various needs of customers are constantly evolving, leading to the development of online application marketplaces, such as Google Play. In this thesis, we examine the key drivers of app user ratings and propose four approaches to predict the ability of applications to be valued highly by their users within the app market, i.e. marketability. To develop these approaches, we leverage the predictive capacity of Machine Learning algorithms by formalizing the marketability prediction problem as a classification problem. In particular, we test and compare six Machine Learning algorithms --- i.e. Random Forests, Decision Trees, Multi-layer Perceptrons, k-Nearest Neighbor, Logistic Regression and Support Vector Machines --- for their ability to predict the ratings of app users based on a set of app features. By evaluating the algorithms against real data from Google play, we achieved up to 86% accuracy on marketability (i.e. user rating) prediction. The proposed solution can be extended to cover other domains, such as commercial capacity forecasting., Τα τελευταία χρόνια παρατηρείται μεγάλη αύξηση ενδιαφέροντος γύρω από τον τομέα της ανάπτυξης εφαρμογών. Εφαρμογές χρήσιμες για να καλύπτουν ανάγκες διαφόρων πτυχών αναπτύσσονται συνεχώς, με άμεση συνέπεια την ανάπτυξη ηλεκτρονικών αγορών, όπως το Google Play, αγορά αξίας 33 δισεκατομμυρίων δολαρίων. Στην παρούσα διπλωματική εργασία προτείνουμε προσεγγίσεις για την πρόβλεψη της δυνατότητας εμπορικής αξιοποίησης εφαρμογών που αναπτύσσονται για την προαναφερθείσα πλατφόρμα. Χρησιμοποιούμε το πλαίσιο της μηχανικής μάθησης (machine learning), το οποίο προσφέρει καινοτόμες μεθόδους εκμάθησης για την δημιουργία προβλέψεων. Αξιοποιούνται οι ευρείας χρήσεως αλγόριθμοι Random Forest, Decision Tree, Multi-layer Perceptron, k-Nearest Neighbor, Logistic Regression και Support Vector Machines μετατρέποντας το πρόβλημα της δυνατότητας πρόβλεψης εμπορικής δυναμικότητας σε πρόβλημα κατηγοριοποίησης (classification). Τα αποτελέσματα εξετάζονται και συγκρίνονται εφαρμόζοντας τεχνικές αξιολόγησης ως προς την απόδοση τους, επιτυγχάνοντας ως και 86% ακρίβεια. Θεωρούμε ότι η προτεινόμενη προσέγγιση συμβάλει στον βασικό της στόχο και θα μπορούσε να επεκταθεί στο μέλλον για προσαρμοστικές λύσεις σε περιπτώσεις πρόβλεψης εμπορικής δυναμικότητας, αξιοποιώντας ακόμα και την εναλλακτική προσέγγιση της μάθησης προτιμήσεων (preference learning).
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- 2020
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36. Μέθοδος ανάλυσης επιληπτικών κρίσεων με μεθόδους μειωμένης ευαισθησίας
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Τσεκος Νικολαος http://users.isc.tuc.gr/~ntsekos, Tsekos Nikolaos http://users.isc.tuc.gr/~ntsekos, Ζερβακης Μιχαηλ, Zervakis Michail, Καρυστινος Γεωργιος, Karystinos Georgios, Γιαννακακης Γεωργιος, Giannakakis Georgios, Επιβλέπων: Ζερβακης Μιχαηλ, Advisor: Zervakis Michail, Μέλος επιτροπής: Καρυστινος Γεωργιος, Committee member: Karystinos Georgios, Μέλος επιτροπής: Γιαννακακης Γεωργιος, and Committee member: Giannakakis Georgios
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Compressed sensing ,Focal epilepsy ,CSP,Common spatial patterns ,EEG ,Seizure detection - Abstract
This thesis investigates the preservation of Electroencephalogram’s (EEG) focal epileptic seizure’s information after compression and reconstruction of the signal through the Compressed Sensing (CS) technique and the effectiveness of Common Spatial Patterns (CSP) analysis of EEG signals on the automatic detection of focal epileptic seizures. Epilepsy is a neurological disorder characterized by an enduring predisposition to generate epileptic seizures with great neurological, cognitive, psychological and social consequences. According to the World Health Organization (WHO), it is estimated that in 2019, epilepsy affects around 50 million people worldwide which is quite common in childhood. In 2017, the prevalence and incidence of epilepsy are estimated to be 6.38 and 0.67 per 1000 persons respectively. In this thesis, we use the Discrete Cosine Transform (DCT) to have a sparse representation of the information, in order to be able to apply the CS technique. We further reduce the power of the EEG in order to have a sparser signal. After compressing the signals, we use the Basis Pursuit algorithm to reconstruct the sparse DCT signal and then the inverse Discrete Cosine transform to return to the time domain. Then we apply the Fourier transform and the Approximate Entropy to check the preservation of the original information of the seizure. CSP analysis has been frequently used in literature for multichannel EEG signal separation between -mainly- two states. In the present thesis, the EEG recordings from 10 subjects aged 6.8±5.9 years, including 63 seizures, were analyzed with respect to seizure detection and discrimination between inter-ictal and ictal signal periods. Machine learning techniques of feature selection and classification were used in the analysis., Η διπλωματική εργασία διερευνά τη διατήρηση των δεδομένων των εστιακών επιληπτικών κρίσεων του Ηλεκτροεγκεφαλογραφήματος (ΗΕΓ) μετά από συμπίεση και ανακατασκευή του σήματος μέσω της τεχνικής συμπιεσμένης ανίχνευσης (Compressed Sensing) και την αποτελεσματικότητα της ανάλυσης κοινών χωρικών προτύπων (Common Spatial Patterns) των σημάτων ΗΕΓ στην αυτόματη ανίχνευση εστιακών επιληπτικών κρίσεων. Η επιληψία είναι μια νευρολογική διαταραχή που χαρακτηρίζεται από μια διαρκή προδιάθεση για τη δημιουργία επιληπτικών κρίσεων με μεγάλες νευρολογικές, γνωστικές, ψυχολογικές και κοινωνικές συνέπειες. Σύμφωνα με τον Παγκόσμιο Οργανισμό Υγείας (WHO), εκτιμάται ότι το 2019, η επιληψία επηρεάζει περίπου 50 εκατομμύρια ανθρώπους παγκοσμίως, κάτι που είναι συνηθισμένο στην παιδική ηλικία. Το 2017, η επικράτηση και η επίπτωση της επιληψίας εκτιμάται ότι είναι 6,38 και 0,67 ανά 1000 άτομα αντίστοιχα. Σε αυτή την εργασία χρησιμοποιούμε το Discrete Cosine Transform (DCT) για να έχουμε μια αραιή αναπαράσταση των πληροφοριών για να μπορέσουμε να εφαρμόσουμε την τεχνική CS. Μειώνουμε περαιτέρω την ενέργεια του ΗΕΓ προκειμένου να έχουμε ένα πιο αραιό σήμα. Μετά τη συμπίεση των σημάτων, χρησιμοποιούμε τον αλγόριθμο Pursuit Basis για την ανακατασκευή του αραιού DCT σήματος και κατόπιν τον αντίστροφο Discrete Cosine μετασχηματισμό για να επιστρέψουμε στο πεδίο χρόνου. Στη συνέχεια, εφαρμόζουμε το μετασχηματισμό Fourier και την Approximate Entropy για να ελέγξουμε τη διατήρηση των αρχικών πληροφοριών της κρίσης. Η ανάλυση CSP έχει χρησιμοποιηθεί συχνά στη βιβλιογραφία για διαχωρισμό σήματος πολυκαναλικού ΗΕΓ μεταξύ - κυρίως - δύο κατηγοριών. Στην παρούσα διπλωματική εργασία, οι καταγραφές ΗΕΓ από 10 άτομα ηλικίας 6,8 ± 5,9 ετών, περιλαμβανομένων 63 επιληπτικών κρίσεων, αναλύθηκαν σε σχέση με την ανίχνευση κρίσεων και τη διάκριση μεταξύ inter-ictal και ictal χρονικών διαστημάτων σήματος. Τεχνικές Machine learning για την επιλογή και την ταξινόμηση χαρακτηριστικών χρησιμοποιήθηκαν στην ανάλυση.
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- 2020
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37. Selective Catalytic Oxidation of Methane to Methanol in Aqueous Medium over Copper Cations Promoted by Atomically Dispersed Rhodium on TiO2.
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Gu, Fubo, Qin, Xuetao, Li, Mengwei, Xu, Yao, Hong, Song, Ouyang, Mengyao, Giannakakis, Georgios, Cao, Sufeng, Peng, Mi, Xie, Jinling, Wang, Meng, Han, Dongmei, Xiao, Dequan, Wang, Xiayan, Wang, Zhihua, and Ma, Ding
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SELECTIVE catalytic oxidation , *OXIDATION of methanol , *CATALYSTS , *RHODIUM , *COPPER , *METHANOL , *CATIONS - Abstract
Direct conversion of methane into value‐added chemicals, such as methanol under mild conditions, is a promising route for industrial applications. In this work, atomically dispersed Rh on TiO2 suspended in an aqueous solution was used for the oxidation of methane to methanol. Promoted by copper cations (as co‐catalyst) in solution, the catalysts exhibited high activity and selectivity for the production of methanol using molecular oxygen with the presence of carbon monoxide at 150 °C with a reaction pressure of 31 bar. Millimole level yields of methanol were reached with the selectivity higher than 99 % using the Rh/TiO2 catalysts with the promotion of the copper cation. CO was the reductive agent to generate H2 from H2O, which led to the formation of H2O2 through the reaction of H2 and O2. Atomically dispersed Rh activated the C−H bond in CH4 and catalyzed the oxidation using H2O2. Copper cations maintained the low‐valence state of Rh. Moreover, copper acted as a scavenger for suppressing the overoxidation, thus leading to the high selectivity of methanol. [ABSTRACT FROM AUTHOR]
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- 2022
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38. Selective Catalytic Oxidation of Methane to Methanol in Aqueous Medium over Copper Cations Promoted by Atomically Dispersed Rhodium on TiO2.
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Gu, Fubo, Qin, Xuetao, Li, Mengwei, Xu, Yao, Hong, Song, Ouyang, Mengyao, Giannakakis, Georgios, Cao, Sufeng, Peng, Mi, Xie, Jinling, Wang, Meng, Han, Dongmei, Xiao, Dequan, Wang, Xiayan, Wang, Zhihua, and Ma, Ding
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SELECTIVE catalytic oxidation , *OXIDATION of methanol , *CATALYSTS , *RHODIUM , *COPPER , *METHANOL , *CATIONS - Abstract
Direct conversion of methane into value‐added chemicals, such as methanol under mild conditions, is a promising route for industrial applications. In this work, atomically dispersed Rh on TiO2 suspended in an aqueous solution was used for the oxidation of methane to methanol. Promoted by copper cations (as co‐catalyst) in solution, the catalysts exhibited high activity and selectivity for the production of methanol using molecular oxygen with the presence of carbon monoxide at 150 °C with a reaction pressure of 31 bar. Millimole level yields of methanol were reached with the selectivity higher than 99 % using the Rh/TiO2 catalysts with the promotion of the copper cation. CO was the reductive agent to generate H2 from H2O, which led to the formation of H2O2 through the reaction of H2 and O2. Atomically dispersed Rh activated the C−H bond in CH4 and catalyzed the oxidation using H2O2. Copper cations maintained the low‐valence state of Rh. Moreover, copper acted as a scavenger for suppressing the overoxidation, thus leading to the high selectivity of methanol. [ABSTRACT FROM AUTHOR]
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- 2022
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39. High-loading single Pt atom sites [Pt-O(OH)x] catalyze the CO PROX reaction with high activity and selectivity at mild conditions.
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Sufeng Cao, Yanyan Zhao, Sungsik Lee, Shize Yang, Jilei Liu, Giannakakis, Georgios, Mengwei Li, Mengyao Ouyang, Dunwei Wang, Sykes, E. Charles H., and Flytzani-Stephanopoulos, Maria
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OXIDATION of carbon monoxide , *WATER gas shift reactions , *EXTENDED X-ray absorption fine structure , *PROTON exchange membrane fuel cells , *ATOMS - Abstract
The article explores how high-loading single Platinum, Pt atom sites [Pt-O(OH)x] catalyze the CO preferential oxidation, PROX reaction with high activity and selectivity at mild conditions. It reports the synthesis of high-loading single Platinum atom catalysts with oxygen-bonded alkaline ions that stabilize the cationic Platinum.
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- 2020
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40. The Effects Of Ranolazine On Paroxysmal Atrial Fibrillation In Patients With Coronary Artery Disease: A Preliminary Observational Study.
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Leftheriotis, Dionyssios, Flevari, Panayota, Theodorakis, George, Rigopoulos, Angelos, Ikonomidis, Ignatios, Panou, Fotis, Sourides, Vassilios, Simitsis, Panagiotis, Giannakakis, Georgios, Aidonidis, Isaac, Rizos, Ioannis, and Anastasiou-Nana, Maria
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DRUG side effects , *ATRIAL fibrillation treatment , *CORONARY disease , *PAROXYSMAL tachycardia , *HEALTH risk assessment , *SCIENTIFIC observation , *PATIENTS - Abstract
The impact of ranolazine, an anti-ishemic agent with antiarrhythmic properties, on paroxysmal atrial fibrillation (PAF) in patients with coronary artery disease (CAD) remains unclear. Pacing devices can be useful tools for disclosing even asymptomatic PAF. Purpose of this study is to assess the effect of ranolazine on atrial fibrillation (AF), in patients with CAD, PAF and a dual-chamber pacemaker. We studied 74 patients with CAD, PAF, and sick sinus syndrome or atrio-ventricular block, treated with pacemakers capable to detect PAF episodes. The total time in AF, AF burden, and the number of PAF episodes within the last 6 months before enrolment in the study, mean AF duration per episode, and the QTc interval were initially assessed. Subsequently, patients were randomized into additional treatment with ranolazine (375 mg twice daily) or placebo. Following six months of treatment, all parameters were reassessed and compared to those before treatment. Ranolazine was associated with shorter total AF duration (81.56±45.24 hours versus 68.71±34.84 hours, p=0.002), decreased AF burden (1.89±1.05% versus 1.59±0.81%, p=0.002), and shortened mean AF duration (1.15±0.41 hours versus 0.92±0.35 hours, p=0.01). In the placebo group no such differences were observed. In both groups, no significant differences in the number of PAF episodes and QTc duration were observed. We conclude that in patients with CAD and PAF, ranolazine reduces the total time in AF, AF burden, and mean AF duration. These findings may imply additional antiarrhythmic properties of ranolazine on atrial myocardium and might indicate the necessity of its use in ischemic patients with PAF. [ABSTRACT FROM AUTHOR]
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- 2014
41. Procedural side-quest generation using graphs in Unity3D
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Δανας Αντωνιος http://users.isc.tuc.gr/~adanas, Danas Antonios http://users.isc.tuc.gr/~adanas, Μανια Αικατερινη, Mania Aikaterini, Γιαννακακης Γεωργιος, Giannakakis Georgios, Χαλκιαδακης Γεωργιος, Chalkiadakis Georgios, Επιβλέπων: Μανια Αικατερινη, Advisor: Mania Aikaterini, Μέλος επιτροπής: Γιαννακακης Γεωργιος, Committee member: Giannakakis Georgios, Μέλος επιτροπής: Χαλκιαδακης Γεωργιος, and Committee member: Chalkiadakis Georgios
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Unity3D ,Graph search ,Procedural narrative generation - Abstract
Summarization: The purpose of this thesis is to showcase a practical implementation of a procedural side-quest generation system using graphs instead of strings, in the Unity3D game engine. The system contains a game world represented by a graph, the Interactables which represent the actual game entities of the game world, a generator which searches that graph for patterns in order to generate a side-quest by considering relationships between the player and the Interactables and an event broker who is handling events between those three components. Περίληψη: Ο τομέας της Διαδικαστικής Παραγωγής Αφήγησης γίνεται όλο και πιο δημοφιλής στη βιομηχανία της ανάπτυξης παιχνιδιών τις τελευταίες δυο δεκαετίες. Από τον AI Director του Left 4 Dead, που αποφασίζει που να τοποθετήσει εχθρούς, πυρομαχικά ή όπλα σύμφωνα με την κατάσταση και τις ικανότητες του παίκτη, μέχρι το Radiant AI του The Elder Scrolls: Skyrim το οποίο -ανάμεσα όλων- παράγει δυναμικά αποστολές και όλες τις οντότητες που χρειάζονται για να ολοκληρωθεί η εκάστοτε αποστολή, ενώ παράλληλα παροτρύνει τον παίκτη να εξερευνήσει νέες περιοχές. Ενώ συνήθως τέτοια συστήματα χρησιμοποιούν συμβολοσειρές για να παράγουν αποστολές, όπου κάθε χαρακτήρας αντιπροσωπεύει κάποιο γεγονός της αποστολής, έχουν προταθεί πιο πολύπλοκα συστήματα που βοηθούν του σχεδιαστές να βάλουν περισσότερο βάθος στα παιχνίδια τους. Ο σκοπός της διπλωματικής είναι η παρουσίαση μιας πρακτικής εφαρμογής ενός συστήματος διαδικαστικής παραγωγής πλευρικών αποστολών χρησιμοποιώντας γράφους αντί για συμβολοσειρές, με τη χρήση της μηχανής παραγωγής παιχνιδιών Unity3D. Το σύστημα περιέχει τον κόσμο του παιχνιδιού με τη μορφή ενός γράφου, τα Interactables που αντιπροσωπεύουν τις οντότητες του παιχνιδιού, έναν παραγωγό που ψάχνει τον κόσμο για μοτίβα, έτσι ώστε να δημιουργήσει αποστολές σύμφωνα με τις σχέσεις μεταξύ των οντοτήτων και του παίκτη, και έναν διαμεσολαβητή συμβάντων που διαχειρίζεται τα συμβάντα μεταξύ των επιμέρους στοιχείων του συστήματος. Για την υλοποίηση της διπλωματικής χρησιμοποιήθηκε η έκδοση 2019.4 της Unity3D καθώς και το .NET Standard 2.0 framework της C#.
42. Providing personalized recommendations for interactive story generation
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Πορτοκαλακης Πετρος http://users.isc.tuc.gr/~pportokalakis, Portokalakis Petros http://users.isc.tuc.gr/~pportokalakis, Χαλκιαδακης Γεωργιος, Chalkiadakis Georgios, Λαγουδακης Μιχαηλ, Lagoudakis Michail, Γιαννακακης Γεωργιος, Giannakakis Georgios, Επιβλέπων: Χαλκιαδακης Γεωργιος, Advisor: Chalkiadakis Georgios, Μέλος επιτροπής: Λαγουδακης Μιχαηλ, Committee member: Lagoudakis Michail, Μέλος επιτροπής: Γιαννακακης Γεωργιος, and Committee member: Giannakakis Georgios
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Interactive story generation ,Probabilistic topic models ,Interactive narrative ,Drama manager ,Unsupervised learning - Abstract
Summarization: Interactive narrative is a form of digital entertainment where players can create or influence a storyline through actions, usually by controlling the role of one (or more) characters in a virtual world. In story-based games or any other interactive story system in general, a drama manager is an omniscient agent that acts to guide the user through the story space. While drama managers tend to improve user enjoyment, they do not take into account the user’s preferences. In this thesis, we present a drama manager that tries to tackle the sequential recommendation problem, while taking into account user preferences. In order to create and maintain user engagement, we present a recommendation approach using probabilistic topic modeling, intertwined with reinforcement learning. We use the Latent Dirichlet Allocation topic modeling algorithm, applied in a Choose Your Own Adventure (CYOA) book to capture its latent topics. The key aspect of our drama manager is that we model the user herself as an evolving document represented by its respective mixture of latent topics; and which is appropriately updated every time the user consumes an item. Also, inspired by reinforcement learning literature, we introduce the use of variable learning rate for drama managers, directly associated with the user model updating, and based on the well-known “Win of Learn Fast” reinforcement learning method. The algorithm is trained using all the Wikipedia articles referring to books. We also provide an efficient parser for Wikipedia articles. Experimental evaluation results are promising, showing that our drama manager is capable of providing efficient recommendations to the user. Περίληψη: Η διαδραστική αφήγηση (interactive narrative) είναι μία μορφή ψηφιακής ψυχαγωγίας όπου οι χρήστες δημιουργούν ή επηρεάζουν μία πλοκή. Αυτό συνήθως γίνεται μέσω του έλεγχου ενός (ή περισσότερων) χαρακτήρων σε έναν εικονικό κόσμο. Σε παιχνίδια βασισμένα στην πλοκή ή άλλα διαδραστικά συστήματα, ο διαχειριστής δράματος (drama manager) είναι ένας παντογνώστης πράκτορας που έχει σαν σκοπό να καθοδηγήσει τον χρήσει μέσα στον χώρο που δημιουργείται από όλες τις πιθανές πλοκές που μπορεί να προκύψουν (story space). Στα περισσότερα διαδραστικά συστήματα αφήγησης εώς τώρα, ένας διαχειριστής δράματος προσπαθεί να βελτιώσει την εμπειρία του χρήστη, χωρίς όμως να λαμβάνει υπόψη τις προτιμήσεις του. Σε αυτήν την διπλωματική εργασία, παρουσιάζουμε έναν διαχειριστή δράματος που προσπαθεί να λύσει το πρόβλημα της ακολουθιακής σύστασης (sequential recommendation problem) ενώ ταυτόχρονα λαμβάνει υπόψη τις προτιμήσεις του χρήστη. Το σύστημά μας πρέπει να δημιουργήσει και να διατηρήσει την ενασχόληση του χρήστη με αυτό. Οπότε, προτείνουμε μια προσέγγιση για προσωποποιημένες συστάσεις χρησιμοποιώντας πιθανοτικά μοντέλα (probabilistic topic models) μαζί με ενισχυτική μάθηση (reinforcement learning). Χρησιμοποιούμε τον αλγόριθμο πιθανοτικού συμπερασμού Latent Dirichlet Allocation (LDA), με εφαρμογή σε βιβλία Choose Your Own Adventure με απώτερο σκοπό να ανακαλυφθούν οι θεματολογίες που πραγματεύονται. Ο βασικός πυλώνας του διαχειριστή δράματος που προτείνουμε, είναι η μοντελοποίηση του χρήστη ώς ένα αναπτυσσόμενο (στον χρόνο) κείμενο, το οποίο αποτελείται από διάφορα θέματα σε διαφορετικά ποσοστά, και το οποίο ανανεώνεται κάθε φορά που ο χρήστης "καταναλώνει" ένα αντικείμενο που του έχει συσταθεί. Ακόμα, εμπνευσμένοι από τον τομέα της ενισχυτικής μάθησης προτείνουμε την χρήση μεταβλητού ρυθμού μάθησης (learning rate) σε διαχειριστές δράματος. Η τεχνική για μεταβλητό ρυθμό μάθησης που χρησιμοποιούμε βασίζεται στον γνωστό αλγόριθμο ενισχυτικής μάθησης “Κέρδισε ή Μάθε Γρήγορα" (Win or Learn Fast). Ο ρυθμός μάθησης είναι συνδεδεμένος με την ανανέωση του μοντέλου χρήστη. Ο αλγόριθμός μας εκπαιδεύτηκε χρησιμοποιώντας όλα τα άρθρα της Wikipedia που περιλαμβάνουν περιγραφές βιβλίων. Επίσης, παρέχουμε έναν ολοκληρωμένο αναλυτή κειμένου, για την σωστή αποθήκευση και επεξεργασία των κειμένων της Wikipedia. Η πειραματική αξιολόγηση της προσέγγισής μας είναι ενθαρρυντική, καθώς τα αποτελέσματά της δεικνύουν ότι ο διαχειριστής δράματος είναι ικανός να κάνει σωστές συστάσεις στον χρήστη.
43. A 3D serious game for improving social skills of children with ADHD via Rhythm-centric interactivity
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Γιανναρακη Μαρινα http://users.isc.tuc.gr/~mgiannaraki, Giannaraki Marina http://users.isc.tuc.gr/~mgiannaraki, Μανια Αικατερινη, Mania Aikaterini, Γιαννακακης Γεωργιος, Giannakakis Georgios, Μουμουτζης Νεκταριος, Moumoutzis Nektarios, Kourkoutas, Elias, Επιβλέπων: Μανια Αικατερινη, Advisor: Mania Aikaterini, Μέλος επιτροπής: Γιαννακακης Γεωργιος, Committee member: Giannakakis Georgios, and Committee member: Kourkoutas, Elias
- Subjects
Serious game ,ADHD ,Rhythm ,Social skills ,Psychosocial functioning - Abstract
Διπλωματική Εργασία που υλοποιήθηκε στο τμήμα ΗΜΜΥ για τη λήψη διπλωματος Ηλεκτρολόγου Μηχανικού και Μηχανικού Υπολογιστών Summarization: This thesis presents a multimodal 3D serious game named "ADDventurous Rhythmical Planet". The goal is to exploit the benefits of music and rhythm helping children diagnosed with Attention Deficit Hyperactivity Disorder (ADHD) to overcome their psychosocial challenges. Music is shown to significantly help children maintain focused attention as well as offer a timed structure around their actions, involving melody and tempo. the advantages of music are exploited in this game, using a tin drum. This drum is used by the player to produce rhythm. The drum is connected through a board named Makey Makey to the computer. This board sends each drum knock as a mouse click signal to the computer. Using that, the player tries to reproduce a given beat, and subsequently synchronize with another player, and cooperatively produce an expected beat. That creates the connection between the real and the virtual world of the game. In order for the hero of the game to progress in the game, the player uses the tin drum to reproduce the rhythms that are requested. After completing the single-player mode, the player moves on to the multi-player mode. In this mode, the two players will have to hold hands and use the tin drum to collaboratively reproduce the requested beat. For the input management and comparison of rhythms, a novel algorithm was implemented. The algorithm takes the beat created by the player and compares it to the expected beat. The player completes the game level if the rhythm played is similar enough to the rythm heard. If not, the player uses the tin drum to play the beat again in order to achieve a more similar beat to the one heard. The player receives a visual representation of the beat played showing the correct knocks and the wrong ones. The benefit of music is demonstrated in order to enhance social skills and collaboration between children. Περίληψη: Αυτή η διπλωματική παρουσιάζει ένα πολυμεσικό 3D σοβαρό παιχνίδι με το όνομα "ADDventurousRhythmical Planet". Ο στόχος του παιχνιδιού είναι να εκμεταλλευτεί τα οφέλη της μουσικής και του ρυθμού βοηθώντας τα παιδιά που έχουν διαγνωστεί με Διαταραχή Ελλειμματικής Προσοχής και Υπερκινητικότητας (ΔΕΠΥ) να ξεπεράσουν τις ψυχοκοινωνικές τους προκλήσεις. Η μουσική αποδεικνύεται ότι βοηθά σημαντικά τα παιδιά να διατηρήσουν την εστίαση της προσοχής τους καθώς και να προσφέρουν μια δομημένη δομή γύρω από τις ενέργειές τους, περιλαμβάνοντας τη μελωδία και το ρυθμό. Τα πλεονεκτήματα της μουσικής επικοινωνούνται μέσω του παιχνιδιού, ενώ οι παίχτες χρησιμοποιούν ένα τύμπανο. Αυτό το τύμπανο χρησιμοποιείται από τον παίκτη για να παράγει ρυθμό. Το τύμπανο συνδέεται μέσω ενός board, που ονομάζεται MakeyMakey, στον υπολογιστή. Αυτός το board στέλνει κάθε χτύπημα τυμπάνου ως σήμα κλικ του ποντικιού στον υπολογιστή. Χρησιμοποιώντας αυτό, ο παίκτης προσπαθεί να αναπαραγάγει ένα δοσμένο ρυθμό και, στη συνέχεια, να συγχρονιστεί με έναν άλλο παίκτη και να παράγει συνεργατικά τον αναμενόμενο ρυθμό. Αυτό δημιουργεί τη σύνδεση μεταξύ του πραγματικού και του εικονικού κόσμου του παιχνιδιού. Για να προχωρήσει ο ήρωας του παιχνιδιού, ο παίκτης χρησιμοποιεί το τύμπανο για να αναπαραγάγει τους ρυθμούς που ζητούνται. Μετά την ολοκλήρωση του single-player κομματιού, το παιχνίδι προχωράει στη λειτουργία πολλαπλών παικτών. Σε αυτή τη λειτουργία, οι δύο παίκτες θα πρέπει να κρατήσουν τα χέρια και να χρησιμοποιήσουν το μεταλλικό τύμπανο για να αναπαράγουν συλλογικά το ζητούμενο ρυθμό. Για τη διαχείριση των εισροών και τη σύγκριση των ρυθμών, εφαρμόστηκε ένας νέος αλγόριθμος. Ο αλγόριθμος παίρνει το ρυθμό που δημιουργήθηκε από τον παίκτη και τον συγκρίνει με τον αναμενόμενο ρυθμό. Ο παίκτης ολοκληρώνει το επίπεδο του παιχνιδιού εάν ο ρυθμός που παίζεται είναι αρκετά παρόμοιος με τον ρυθμό που ακούγεται. Εάν όχι, ο παίκτης χρησιμοποιεί το τύμπανο για να παίξει ξανά το ρυθμό για να επιτύχει ένα πιο παρόμοιο ρυθμό με αυτό που ακούγεται. Ο παίκτης λαμβάνει μια οπτική αναπαράσταση του ρυθμού που έπαιξε, η οποία δείχνει τα σωστά χτυπήματα και τα λάθος. Το όφελος της μουσικής προβάλλεται με σκοπό την ενίσχυση των κοινωνικών δεξιοτήτων και της συνεργασίας μεταξύ των παιδιών.
44. Understanding and Controlling Reactivity Patterns of Pd 1 @C 3 N 4 -Catalyzed Suzuki-Miyaura Couplings.
- Author
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Usteri ME, Giannakakis G, Bugaev A, Pérez-Ramírez J, and Mitchell S
- Abstract
Using heterogeneous single-atom catalysts (SACs) in the Suzuki-Miyaura coupling (SMC) has promising economic and environmental benefits over traditionally applied palladium complexes. However, limited mechanistic understanding hinders progress in their design and implementation. Our study provides critical insights into the working principles of Pd
1 @C3 N4 , a promising SAC for the SMC. We demonstrate that the base, ligand, and solvent play pivotal roles in facilitating interface formation with reaction media, activating Pd centers, and modulating competing reaction pathways. Controlling the previously overlooked interplay between base strength, reagent solubility, and surface wetting is essential for mitigating mass transfer limitations in the triphasic reaction system and promoting catalyst reusability. Optimum conditions for Pd1 @C3 N4 require polar solvents, intermediate base strength, and increased water content. Our investigations reveal that high selectivity requires minimizing competitive coordination of bases and phosphine ligands to the Pd centers, to avoid homocoupling and alternative reductive elimination mechanisms giving rise to phosphonium side-products. Furthermore, in situ XAS investigations probing electronic structures and coordination environments of Pd sites further rationalize the base and ligand coordination, confirming and expanding upon previous computational hypotheses for Pd1 @C3 N4 . This understanding allows for designing a more selective ligand-free reaction pathway using the solvent and base to modulate the chemical environment of the active sites. We highlight the importance of environment-compatible surface tension, the creation of coordinatively available active sites, and the stabilization of partially reduced Pd centers, emphasizing the importance of mechanistic studies to advance the design of SACs in organic liquid phase reactions., Competing Interests: The authors declare no competing financial interest., (© 2024 The Authors. Published by American Chemical Society.)- Published
- 2024
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45. Reaction-Induced Metal-Metal Oxide Interactions in Pd-In 2 O 3 /ZrO 2 Catalysts Drive Selective and Stable CO 2 Hydrogenation to Methanol.
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Araújo TP, Morales-Vidal J, Giannakakis G, Mondelli C, Eliasson H, Erni R, Stewart JA, Mitchell S, López N, and Pérez-Ramírez J
- Abstract
Ternary Pd-In
2 O3 /ZrO2 catalysts exhibit technological potential for CO2 -based methanol synthesis, but developing scalable systems and comprehending complex dynamic behaviors of the active phase, promoter, and carrier are key for achieving high productivity. Here, we show that the structure of Pd-In2 O3 /ZrO2 systems prepared by wet impregnation evolves under CO2 hydrogenation conditions into a selective and stable architecture, independent of the order of addition of Pd and In phases on the zirconia carrier. Detailed operando characterization and simulations reveal a rapid restructuring driven by the metal-metal oxide interaction energetics. The proximity of InPdx alloy particles decorated by InOx layers in the resulting architecture prevents performance losses associated with Pd sintering. The findings highlight the crucial role of reaction-induced restructuring in complex CO2 hydrogenation catalysts and offer insights into the optimal integration of acid-base and redox functions for practical implementation., (© 2023 The Authors. Angewandte Chemie International Edition published by Wiley-VCH GmbH.)- Published
- 2023
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46. Reaction-Induced Formation of Stable Mononuclear Cu(I)Cl Species on Carbon for Low-Footprint Vinyl Chloride Production.
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Faust Akl D, Giannakakis G, Ruiz-Ferrando A, Agrachev M, Medrano-García JD, Guillén-Gosálbez G, Jeschke G, Clark AH, Safonova OV, Mitchell S, López N, and Pérez-Ramírez J
- Abstract
Copper catalysts are attractive candidates for Hg-free vinyl chloride monomer (VCM) production via acetylene hydrochlorination due to their non-toxic nature and high stability. However, the optimal architecture for Cu-based catalysts at the nanoscale is not yet fully understood. To address this gap, the metal precursor and the annealing temperature are modified to prepare copper nanoparticles or single atoms, either in chlorinated or ligand-free form, on an unmodified carbon support. Evaluation in the reaction reveals a remarkable convergence of the performance of all materials to the stable VCM productivity of the single-atom catalyst. In-depth characterization by advanced microscopy, quasi in situ and operando spectroscopy, and simulations uncover a reaction-induced formation of low-valent, single atom Cu(I)Cl site motif, regardless of the initial nanostructure. Various surface oxygen groups promote nanoparticle redispersion by stabilizing single-atom CuCl
x species. The anchoring site structure does not strongly influence the acetylene adsorption energy or the crucial role they play in stabilizing key reaction intermediates. A life-cycle assessment demonstrates the potential environmental benefits of copper catalysts over state-of-the-art alternatives. This work contributes to a better understanding of optimal metal speciation and highlights the sustainability of Cu-based catalysts for VCM production., (© 2023 The Authors. Advanced Materials published by Wiley-VCH GmbH.)- Published
- 2023
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47. Selective Catalytic Oxidation of Methane to Methanol in Aqueous Medium over Copper Cations Promoted by Atomically Dispersed Rhodium on TiO 2 .
- Author
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Gu F, Qin X, Li M, Xu Y, Hong S, Ouyang M, Giannakakis G, Cao S, Peng M, Xie J, Wang M, Han D, Xiao D, Wang X, Wang Z, and Ma D
- Abstract
Direct conversion of methane into value-added chemicals, such as methanol under mild conditions, is a promising route for industrial applications. In this work, atomically dispersed Rh on TiO
2 suspended in an aqueous solution was used for the oxidation of methane to methanol. Promoted by copper cations (as co-catalyst) in solution, the catalysts exhibited high activity and selectivity for the production of methanol using molecular oxygen with the presence of carbon monoxide at 150 °C with a reaction pressure of 31 bar. Millimole level yields of methanol were reached with the selectivity higher than 99 % using the Rh/TiO2 catalysts with the promotion of the copper cation. CO was the reductive agent to generate H2 from H2 O, which led to the formation of H2 O2 through the reaction of H2 and O2 . Atomically dispersed Rh activated the C-H bond in CH4 and catalyzed the oxidation using H2 O2 . Copper cations maintained the low-valence state of Rh. Moreover, copper acted as a scavenger for suppressing the overoxidation, thus leading to the high selectivity of methanol., (© 2022 Wiley-VCH GmbH.)- Published
- 2022
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48. High-loading single Pt atom sites [Pt-O(OH) x ] catalyze the CO PROX reaction with high activity and selectivity at mild conditions.
- Author
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Cao S, Zhao Y, Lee S, Yang S, Liu J, Giannakakis G, Li M, Ouyang M, Wang D, Sykes ECH, and Flytzani-Stephanopoulos M
- Abstract
The preferential oxidation of CO (PROX) in hydrogen-rich fuel gas streams is an attractive option to remove CO while effectively conserving energy and H
2 . However, high CO conversion with concomitant high selectivity to CO2 but not H2 O is challenging. Here, we report the synthesis of high-loading single Pt atom (2.0 weight %) catalysts with oxygen-bonded alkaline ions that stabilize the cationic Pt. The synthesis is performed in aqueous solution and achieves high Pt atom loadings in a single-step incipient wetness impregnation of alumina or silica. Promisingly, these catalysts have high CO PROX selectivity even at high CO conversion (~99.8% conversion, 70% selectivity at 110°C) and good stability under reaction conditions. These findings pave the way for the design of highly efficient single-atom catalysts, elucidate the role of ─OH species in CO oxidation, and confirm the absence of a support effect for our case., (Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC).)- Published
- 2020
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49. The Effects of Ranolazine on Paroxysmal Atrial Fibrillation in Patients with Coronary Artery Disease: A Preliminary Observational Study.
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Leftheriotis D, Flevari P, Theodorakis G, Rigopoulos A, Ikonomidis I, Panou F, Sourides V, Simitsis P, Giannakakis G, Aidonidis I, Rizos I, and Anastasiou-Nana M
- Abstract
The impact of ranolazine, an anti-ishemic agent with antiarrhythmic properties, on paroxysmal atrial fibrillation (PAF) in patients with coronary artery disease (CAD) remains unclear. Pacing devices can be useful tools for disclosing even asymptomatic PAF. Purpose of this study is to assess the effect of ranolazine on atrial fibrillation (AF), in patients with CAD, PAF and a dual-chamber pacemaker. We studied 74 patients with CAD, PAF, and sick sinus syndrome or atrio-ventricular block, treated with pacemakers capable to detect PAF episodes. The total time in AF, AF burden, and the number of PAF episodes within the last 6 months before enrolment in the study, mean AF duration per episode, and the QTc interval were initially assessed. Subsequently, patients were randomized into additional treatment with ranolazine (375 mg twice daily) or placebo. Following six months of treatment, all parameters were reassessed and compared to those before treatment. Ranolazine was associated with shorter total AF duration (81.56±45.24 hours versus 68.71±34.84 hours, p=0.002), decreased AF burden (1.89±1.05% versus 1.59±0.81%, p=0.002), and shortened mean AF duration (1.15±0.41 hours versus 0.92±0.35 hours, p=0.01). In the placebo group no such differences were observed. In both groups, no significant differences in the number of PAF episodes and QTc duration were observed. We conclude that in patients with CAD and PAF, ranolazine reduces the total time in AF, AF burden, and mean AF duration. These findings may imply additional antiarrhythmic properties of ranolazine on atrial myocardium and might indicate the necessity of its use in ischemic patients with PAF.
- Published
- 2014
- Full Text
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