Project acronym 2D-Ink
Project Ink-Jet printed supercapacitors based on 2D nanomaterials.
Researcher (PI) Valeria Nicolosi
Host Institution (HI) THE PROVOST, FELLOWS, FOUNDATION SCHOLARS & THE OTHER MEMBERS OF BOARD, OF THE COLLEGE OF THE HOLY & UNDIVIDED TRINITY OF QUEEN ELIZABETH NEAR DUBLIN
Country Ireland
Call Details Proof of Concept (PoC), PC1, ERC-2014-PoC
Summary This proposal will determine the technical-economic viability of scaling-up ultra-thin, ink-jet printed films based on liquid-phase exfoliated single atomic layers of a range of nanomaterials. The PI has developed methods to produce in liquid nanosheets of a range of layered materials such as graphene, transition metal oxides, etc. These 2D-materials have immediate and far-reaching potential in several high-impact technological applications such as microelectronics, composites and energy harvesting and storage. 2DNanoCaps (ERC ref: 278516) has demonstrated that lab-scale ultra-thin graphene-based supercapacitor electrodes result in unusually high-power and extremely long device life-time (100% capacitance retention for 5000 charge-discharge cycles at the high power scan rate of 10,000 mV/s). This performance is an order of magnitude better than similar systems produced with conventional methods which cause materials restacking and aggregation. A following ERC PoC grant (2D-USD, Project-Number 620189) is currently focussed on up-scaling the production of thin-films deposition methods based on ultrasonic spray for the production of large-area electrodes for supercapacitors applications. In this proposal we want to explore the new concept of manufacturing conductive, robust, thin, easily assembled electrode and solid electrolytes to realize highly-flexible and all-solid-state supercapacitors by ink-jet printing. This opportunity is particularly relevant to the electronics and portable-device industry and offers the possibility to solve flammability issues, maintaining light weight, flexibility, transparency and portability. In order to do so it will be imperative to develop ink-jet printing methods and techniques. We believe our combination of unique materials and cost-effective, robust and production-scalable process of ultra- thin ink-jet printing will enable us to compete for significant global market opportunities in the energy-storage space.
Summary
This proposal will determine the technical-economic viability of scaling-up ultra-thin, ink-jet printed films based on liquid-phase exfoliated single atomic layers of a range of nanomaterials. The PI has developed methods to produce in liquid nanosheets of a range of layered materials such as graphene, transition metal oxides, etc. These 2D-materials have immediate and far-reaching potential in several high-impact technological applications such as microelectronics, composites and energy harvesting and storage. 2DNanoCaps (ERC ref: 278516) has demonstrated that lab-scale ultra-thin graphene-based supercapacitor electrodes result in unusually high-power and extremely long device life-time (100% capacitance retention for 5000 charge-discharge cycles at the high power scan rate of 10,000 mV/s). This performance is an order of magnitude better than similar systems produced with conventional methods which cause materials restacking and aggregation. A following ERC PoC grant (2D-USD, Project-Number 620189) is currently focussed on up-scaling the production of thin-films deposition methods based on ultrasonic spray for the production of large-area electrodes for supercapacitors applications. In this proposal we want to explore the new concept of manufacturing conductive, robust, thin, easily assembled electrode and solid electrolytes to realize highly-flexible and all-solid-state supercapacitors by ink-jet printing. This opportunity is particularly relevant to the electronics and portable-device industry and offers the possibility to solve flammability issues, maintaining light weight, flexibility, transparency and portability. In order to do so it will be imperative to develop ink-jet printing methods and techniques. We believe our combination of unique materials and cost-effective, robust and production-scalable process of ultra- thin ink-jet printing will enable us to compete for significant global market opportunities in the energy-storage space.
Max ERC Funding
149 774 €
Duration
Start date: 2015-04-01, End date: 2016-09-30
Project acronym 2D-USD
Project Ultrasonic Spray Deposition: Enabling new 2D based technologies
Researcher (PI) Valeria NICOLOSI
Host Institution (HI) THE PROVOST, FELLOWS, FOUNDATION SCHOLARS & THE OTHER MEMBERS OF BOARD, OF THE COLLEGE OF THE HOLY & UNDIVIDED TRINITY OF QUEEN ELIZABETH NEAR DUBLIN
Country Ireland
Call Details Proof of Concept (PoC), PC1, ERC-2013-PoC
Summary This proposal will determine the technical and economic viability of scaling up ultra-thin film deposition processes for exfoliated single atomic layers.
The PI has developed methods to produce exfoliated nanosheets from a range of layered materials such as graphene, transition metal chalcogenides and transition metal oxides. These 2D materials have immediate and far-reaching potential in several high-impact technological applications such as microelectronics, composites and energy harvesting and storage.
2DNanoCaps (ERC ref: 278516) has already demonstrated that lab-scale ultra-thin graphene-based supercapacitor electrodes for energy storage result in unusually high power performance and extremely long device life-time (100% capacitance retention for 5000 charge-discharge cycles at the high power scan rate of 10,000 mV/s). This performance is remarkable- an order of magnitude better than similar systems produced with more conventional methods, which cause materials restacking and aggregation. 2D nanosheets also offer the chance of exploring the unique possibility of manufacturing conductive, robust, thin, easily assembled electrode and solid electrolytes to realize highly flexible and all-solid-state supercapacitors. This opportunity is particularly relevant from the industrial point of view especially in relation to the flammability issues of the electrolytes used for commercial energy storage devices at present.
In order to develop and exploit any of the applications listed above, it will be imperative to develop deposition methods and techniques capable of obtaining industrial-scale “sheet-like” coverage, where flake re-aggregation is avoided.
We believe our combination of unique material properties and cost effective, robust and production-scalable process of ultra-thin deposition will enable us to compete for significant global market opportunities in the energy-storage space
Summary
This proposal will determine the technical and economic viability of scaling up ultra-thin film deposition processes for exfoliated single atomic layers.
The PI has developed methods to produce exfoliated nanosheets from a range of layered materials such as graphene, transition metal chalcogenides and transition metal oxides. These 2D materials have immediate and far-reaching potential in several high-impact technological applications such as microelectronics, composites and energy harvesting and storage.
2DNanoCaps (ERC ref: 278516) has already demonstrated that lab-scale ultra-thin graphene-based supercapacitor electrodes for energy storage result in unusually high power performance and extremely long device life-time (100% capacitance retention for 5000 charge-discharge cycles at the high power scan rate of 10,000 mV/s). This performance is remarkable- an order of magnitude better than similar systems produced with more conventional methods, which cause materials restacking and aggregation. 2D nanosheets also offer the chance of exploring the unique possibility of manufacturing conductive, robust, thin, easily assembled electrode and solid electrolytes to realize highly flexible and all-solid-state supercapacitors. This opportunity is particularly relevant from the industrial point of view especially in relation to the flammability issues of the electrolytes used for commercial energy storage devices at present.
In order to develop and exploit any of the applications listed above, it will be imperative to develop deposition methods and techniques capable of obtaining industrial-scale “sheet-like” coverage, where flake re-aggregation is avoided.
We believe our combination of unique material properties and cost effective, robust and production-scalable process of ultra-thin deposition will enable us to compete for significant global market opportunities in the energy-storage space
Max ERC Funding
148 021 €
Duration
Start date: 2014-01-01, End date: 2014-12-31
Project acronym 2DNANOCAPS
Project Next Generation of 2D-Nanomaterials: Enabling Supercapacitor Development
Researcher (PI) Valeria Nicolosi
Host Institution (HI) THE PROVOST, FELLOWS, FOUNDATION SCHOLARS & THE OTHER MEMBERS OF BOARD, OF THE COLLEGE OF THE HOLY & UNDIVIDED TRINITY OF QUEEN ELIZABETH NEAR DUBLIN
Country Ireland
Call Details Starting Grant (StG), PE8, ERC-2011-StG_20101014
Summary Climate change and the decreasing availability of fossil fuels require society to move towards sustainable and renewable resources. 2DNanoCaps will focus on electrochemical energy storage, specifically supercapacitors. In terms of performance supercapacitors fill up the gap between batteries and the classical capacitors. Whereas batteries possess a high energy density but low power density, supercapacitors possess high power density but low energy density. Efforts are currently dedicated to move supercapacitors towards high energy density and high power density performance. Improvements have been achieved in the last few years due to the use of new electrode nanomaterials and the design of new hybrid faradic/capacitive systems. We recognize, however, that we are reaching a newer limit beyond which we will only see small incremental improvements. The main reason for this being the intrinsic difficulty in handling and processing materials at the nano-scale and the lack of communication across different scientific disciplines. I plan to use a multidisciplinary approach, where novel nanomaterials, existing knowledge on nano-scale processing and established expertise in device fabrication and testing will be brought together to focus on creating more efficient supercapacitor technologies. 2DNanoCaps will exploit liquid phase exfoliated two-dimensional nanomaterials such as transition metal oxides, layered metal chalcogenides and graphene as electrode materials. Electrodes will be ultra-thin (capacitance and thickness of the electrodes are inversely proportional), conductive, with high dielectric constants. Intercalation of ions between the assembled 2D flakes will be also achievable, providing pseudo-capacitance. The research here proposed will be initially based on fundamental laboratory studies, recognising that this holds the key to achieving step-change in supercapacitors, but also includes scaling-up and hybridisation as final objectives.
Summary
Climate change and the decreasing availability of fossil fuels require society to move towards sustainable and renewable resources. 2DNanoCaps will focus on electrochemical energy storage, specifically supercapacitors. In terms of performance supercapacitors fill up the gap between batteries and the classical capacitors. Whereas batteries possess a high energy density but low power density, supercapacitors possess high power density but low energy density. Efforts are currently dedicated to move supercapacitors towards high energy density and high power density performance. Improvements have been achieved in the last few years due to the use of new electrode nanomaterials and the design of new hybrid faradic/capacitive systems. We recognize, however, that we are reaching a newer limit beyond which we will only see small incremental improvements. The main reason for this being the intrinsic difficulty in handling and processing materials at the nano-scale and the lack of communication across different scientific disciplines. I plan to use a multidisciplinary approach, where novel nanomaterials, existing knowledge on nano-scale processing and established expertise in device fabrication and testing will be brought together to focus on creating more efficient supercapacitor technologies. 2DNanoCaps will exploit liquid phase exfoliated two-dimensional nanomaterials such as transition metal oxides, layered metal chalcogenides and graphene as electrode materials. Electrodes will be ultra-thin (capacitance and thickness of the electrodes are inversely proportional), conductive, with high dielectric constants. Intercalation of ions between the assembled 2D flakes will be also achievable, providing pseudo-capacitance. The research here proposed will be initially based on fundamental laboratory studies, recognising that this holds the key to achieving step-change in supercapacitors, but also includes scaling-up and hybridisation as final objectives.
Max ERC Funding
1 501 296 €
Duration
Start date: 2011-10-01, End date: 2016-09-30
Project acronym 3CBIOTECH
Project Cold Carbon Catabolism of Microbial Communities underprinning a Sustainable Bioenergy and Biorefinery Economy
Researcher (PI) Gavin James Collins
Host Institution (HI) NATIONAL UNIVERSITY OF IRELAND GALWAY
Country Ireland
Call Details Starting Grant (StG), LS9, ERC-2010-StG_20091118
Summary The applicant will collaborate with Irish, European and U.S.-based colleagues to develop a sustainable biorefinery and bioenergy industry in Ireland and Europe. The focus of this ERC Starting Grant will be the application of classical microbiological, physiological and real-time polymerase chain reaction (PCR)-based assays, to qualitatively and quantitatively characterize microbial communities underpinning novel and innovative, low-temperature, anaerobic waste (and other biomass) conversion technologies, including municipal wastewater treatment and, demonstration- and full-scale biorefinery applications.
Anaerobic digestion (AD) is a naturally-occurring process, which is widely applied for the conversion of waste to methane-containing biogas. Low-temperature (<20 degrees C) AD has been applied by the applicant as a cost-effective alternative to mesophilic (c. 35C) AD for the treatment of several waste categories. However, the microbiology of low-temperature AD is poorly understood. The applicant will work with microbial consortia isolated from anaerobic bioreactors, which have been operated for long-term experiments (>3.5 years), and include organic acid-oxidizing, hydrogen-producing syntrophic microbes and hydrogen-consuming methanogens. A major focus of the project will be the ecophysiology of psychrotolerant and psychrophilic methanogens already identified and cultivated by the applicant. The project will also investigate the role(s) of poorly-understood Crenarchaeota populations and homoacetogenic bacteria, in complex consortia. The host organization is a leading player in the microbiology of waste-to-energy applications. The applicant will train a team of scientists in all aspects of the microbiology and bioengineering of biomass conversion systems.
Summary
The applicant will collaborate with Irish, European and U.S.-based colleagues to develop a sustainable biorefinery and bioenergy industry in Ireland and Europe. The focus of this ERC Starting Grant will be the application of classical microbiological, physiological and real-time polymerase chain reaction (PCR)-based assays, to qualitatively and quantitatively characterize microbial communities underpinning novel and innovative, low-temperature, anaerobic waste (and other biomass) conversion technologies, including municipal wastewater treatment and, demonstration- and full-scale biorefinery applications.
Anaerobic digestion (AD) is a naturally-occurring process, which is widely applied for the conversion of waste to methane-containing biogas. Low-temperature (<20 degrees C) AD has been applied by the applicant as a cost-effective alternative to mesophilic (c. 35C) AD for the treatment of several waste categories. However, the microbiology of low-temperature AD is poorly understood. The applicant will work with microbial consortia isolated from anaerobic bioreactors, which have been operated for long-term experiments (>3.5 years), and include organic acid-oxidizing, hydrogen-producing syntrophic microbes and hydrogen-consuming methanogens. A major focus of the project will be the ecophysiology of psychrotolerant and psychrophilic methanogens already identified and cultivated by the applicant. The project will also investigate the role(s) of poorly-understood Crenarchaeota populations and homoacetogenic bacteria, in complex consortia. The host organization is a leading player in the microbiology of waste-to-energy applications. The applicant will train a team of scientists in all aspects of the microbiology and bioengineering of biomass conversion systems.
Max ERC Funding
1 499 797 €
Duration
Start date: 2011-05-01, End date: 2016-04-30
Project acronym 3D-PIV
Project Valorization trajectory of a 3D particle image velocimetry instrument
Researcher (PI) Wim DE MALSCHE
Host Institution (HI) VRIJE UNIVERSITEIT BRUSSEL
Country Belgium
Call Details Proof of Concept (PoC), ERC-2019-PoC
Summary Actual implementation of impactful applications for microfluidic devices in a commercial setting has been surprisingly limited so far. The cause can be to a great extent attributed to the main feature of microfluidic devices: their small dimensions. While miniaturized structures are essential in generating key functionalities, they are also ideal nucleation and anchor sites for solid material present in the liquid that flows through the channels, a phenomenon called fouling. This subsequently results in a reduced or loss of functionality and eventually plugging of the entire flow system. The solution to avoiding fouling is measuring the flow in microfluidic devices in 3D, by particle image velocimetry (PIV), either when designing or using them. However, achieving 3D imaging of flows is currently an extremely difficult task due to the amount of work, high costs and lengthy timelines required. Our value proposition in the ERC Proof of Concept project ‘3D-PIV’ is a table-top device able to efficiently analyse the velocimetry of particles in 3D, offering an unprecedented level of detail of the fluid motion through micron-sized channels/inlets/outlets, opening new possibilities in microfluidics design and validation with significant impact on multiple applications. One of the killer applications we envision, and our focus in this ERC Proof of Concept project, is in the pharmaceutical and chemical industries, for the manufacturing of drugs or chemical components, to enable, adjust or improve their separation. In this project we will focus on building a strong business case for our 3D-PIV technology through prototyping, optimizing software, market analysis and business development.
Summary
Actual implementation of impactful applications for microfluidic devices in a commercial setting has been surprisingly limited so far. The cause can be to a great extent attributed to the main feature of microfluidic devices: their small dimensions. While miniaturized structures are essential in generating key functionalities, they are also ideal nucleation and anchor sites for solid material present in the liquid that flows through the channels, a phenomenon called fouling. This subsequently results in a reduced or loss of functionality and eventually plugging of the entire flow system. The solution to avoiding fouling is measuring the flow in microfluidic devices in 3D, by particle image velocimetry (PIV), either when designing or using them. However, achieving 3D imaging of flows is currently an extremely difficult task due to the amount of work, high costs and lengthy timelines required. Our value proposition in the ERC Proof of Concept project ‘3D-PIV’ is a table-top device able to efficiently analyse the velocimetry of particles in 3D, offering an unprecedented level of detail of the fluid motion through micron-sized channels/inlets/outlets, opening new possibilities in microfluidics design and validation with significant impact on multiple applications. One of the killer applications we envision, and our focus in this ERC Proof of Concept project, is in the pharmaceutical and chemical industries, for the manufacturing of drugs or chemical components, to enable, adjust or improve their separation. In this project we will focus on building a strong business case for our 3D-PIV technology through prototyping, optimizing software, market analysis and business development.
Max ERC Funding
150 000 €
Duration
Start date: 2020-01-01, End date: 2021-06-30
Project acronym 3D2DPrint
Project 3D Printing of Novel 2D Nanomaterials: Adding Advanced 2D Functionalities to Revolutionary Tailored 3D Manufacturing
Researcher (PI) Valeria Nicolosi
Host Institution (HI) THE PROVOST, FELLOWS, FOUNDATION SCHOLARS & THE OTHER MEMBERS OF BOARD, OF THE COLLEGE OF THE HOLY & UNDIVIDED TRINITY OF QUEEN ELIZABETH NEAR DUBLIN
Country Ireland
Call Details Consolidator Grant (CoG), PE8, ERC-2015-CoG
Summary My vision is to establish, within the framework of an ERC CoG, a multidisciplinary group which will work in concert towards pioneering the integration of novel 2-Dimensional nanomaterials with novel additive fabrication techniques to develop a unique class of energy storage devices.
Batteries and supercapacitors are two very complementary types of energy storage devices. Batteries store much higher energy densities; supercapacitors, on the other hand, hold one tenth of the electricity per unit of volume or weight as compared to batteries but can achieve much higher power densities. Technology is currently striving to improve the power density of batteries and the energy density of supercapacitors. To do so it is imperative to develop new materials, chemistries and manufacturing strategies.
3D2DPrint aims to develop micro-energy devices (both supercapacitors and batteries), technologies particularly relevant in the context of the emergent industry of micro-electro-mechanical systems and constantly downsized electronics. We plan to use novel two-dimensional (2D) nanomaterials obtained by liquid-phase exfoliation. This method offers a new, economic and easy way to prepare ink of a variety of 2D systems, allowing to produce wide device performance window through elegant and simple constituent control at the point of fabrication. 3D2DPrint will use our expertise and know-how to allow development of advanced AM methods to integrate dissimilar nanomaterial blends and/or “hybrids” into fully embedded 3D printed energy storage devices, with the ultimate objective to realise a range of products that contain the above described nanomaterials subcomponent devices, electrical connections and traditional micro-fabricated subcomponents (if needed) ideally using a single tool.
Summary
My vision is to establish, within the framework of an ERC CoG, a multidisciplinary group which will work in concert towards pioneering the integration of novel 2-Dimensional nanomaterials with novel additive fabrication techniques to develop a unique class of energy storage devices.
Batteries and supercapacitors are two very complementary types of energy storage devices. Batteries store much higher energy densities; supercapacitors, on the other hand, hold one tenth of the electricity per unit of volume or weight as compared to batteries but can achieve much higher power densities. Technology is currently striving to improve the power density of batteries and the energy density of supercapacitors. To do so it is imperative to develop new materials, chemistries and manufacturing strategies.
3D2DPrint aims to develop micro-energy devices (both supercapacitors and batteries), technologies particularly relevant in the context of the emergent industry of micro-electro-mechanical systems and constantly downsized electronics. We plan to use novel two-dimensional (2D) nanomaterials obtained by liquid-phase exfoliation. This method offers a new, economic and easy way to prepare ink of a variety of 2D systems, allowing to produce wide device performance window through elegant and simple constituent control at the point of fabrication. 3D2DPrint will use our expertise and know-how to allow development of advanced AM methods to integrate dissimilar nanomaterial blends and/or “hybrids” into fully embedded 3D printed energy storage devices, with the ultimate objective to realise a range of products that contain the above described nanomaterials subcomponent devices, electrical connections and traditional micro-fabricated subcomponents (if needed) ideally using a single tool.
Max ERC Funding
2 499 942 €
Duration
Start date: 2016-10-01, End date: 2021-09-30
Project acronym 3DALIGN
Project Enhancing the performance of 3D-printed organic thermoelectrics by electric field-assisted molecular alignment
Researcher (PI) Francisco Molina-Lopez
Host Institution (HI) KATHOLIEKE UNIVERSITEIT LEUVEN
Country Belgium
Call Details Starting Grant (StG), PE7, ERC-2020-STG
Summary Thermoelectrics (TEs) are important because they can convert heat directly into electrical energy and enable efficient heating/cooling. However, their popularization has been hindered by 1) their low efficiency (especially at room temperature), 2) the use of rare/toxic materials, and 3) the difficulty to process those materials. In 3DALIGN, I target a 3-in-1 solution to these challenges by using for the first time electric-field-assisted molecular alignment of 3D-printed TE polymers. High electrical/low thermal conductivity is required for efficient TEs, but both conductivities go hand in hand in traditional inorganic TE materials. This paradigm can shift for polymers, which possess complicated molecular structure. Despite their relatively low electrical conductivity, conducting polymers are appealing for TEs due to their much lower thermal conductivity than inorganic TE materials. Existing studies of organic TEs have focused on finding new materials, but no attention has been paid to molecular ordering, a known strategy to improve performance in organic transistors. I have recently developed a versatile method to induce molecular alignment in solution-processed polymers by using externally applied electric fields. In 3DALIGN, I propose to use this new method to boost the electrical conductivity of polymer TEs while inducing minimal alteration in their thermal conductivity. The high-risk of this goal is mitigated by other advantages of using polymer TEs: polymers are less toxic and more abundant than inorganic TE materials; and they are easy to 3D print, enabling a simple fabrication route for large-area through-plane TE structures that will lead to novel applications. In conclusion, this project will shed light in the relationship between molecular ordering and transport properties of organic electronic materials. If successful, it will also introduce a breakthrough in the performance and feasibility of TEs.
Summary
Thermoelectrics (TEs) are important because they can convert heat directly into electrical energy and enable efficient heating/cooling. However, their popularization has been hindered by 1) their low efficiency (especially at room temperature), 2) the use of rare/toxic materials, and 3) the difficulty to process those materials. In 3DALIGN, I target a 3-in-1 solution to these challenges by using for the first time electric-field-assisted molecular alignment of 3D-printed TE polymers. High electrical/low thermal conductivity is required for efficient TEs, but both conductivities go hand in hand in traditional inorganic TE materials. This paradigm can shift for polymers, which possess complicated molecular structure. Despite their relatively low electrical conductivity, conducting polymers are appealing for TEs due to their much lower thermal conductivity than inorganic TE materials. Existing studies of organic TEs have focused on finding new materials, but no attention has been paid to molecular ordering, a known strategy to improve performance in organic transistors. I have recently developed a versatile method to induce molecular alignment in solution-processed polymers by using externally applied electric fields. In 3DALIGN, I propose to use this new method to boost the electrical conductivity of polymer TEs while inducing minimal alteration in their thermal conductivity. The high-risk of this goal is mitigated by other advantages of using polymer TEs: polymers are less toxic and more abundant than inorganic TE materials; and they are easy to 3D print, enabling a simple fabrication route for large-area through-plane TE structures that will lead to novel applications. In conclusion, this project will shed light in the relationship between molecular ordering and transport properties of organic electronic materials. If successful, it will also introduce a breakthrough in the performance and feasibility of TEs.
Max ERC Funding
1 710 853 €
Duration
Start date: 2021-02-01, End date: 2026-01-31
Project acronym A-DATADRIVE-B
Project Advanced Data-Driven Black-box modelling
Researcher (PI) Johan Adelia K Suykens
Host Institution (HI) KATHOLIEKE UNIVERSITEIT LEUVEN
Country Belgium
Call Details Advanced Grant (AdG), PE7, ERC-2011-ADG_20110209
Summary Making accurate predictions is a crucial factor in many systems (such as in modelling energy consumption, power load forecasting, traffic networks, process industry, environmental modelling, biomedicine, brain-machine interfaces) for cost savings, efficiency, health, safety and organizational purposes. In this proposal we aim at realizing a new generation of more advanced black-box modelling techniques for estimating predictive models from measured data. We will study different optimization modelling frameworks in order to obtain improved black-box modelling approaches. This will be done by specifying models through constrained optimization problems by studying different candidate core models (parametric models, support vector machines and kernel methods) together with additional sets of constraints and regularization mechanisms. Different candidate mathematical frameworks will be considered with models that possess primal and (Lagrange) dual model representations, functional analysis in reproducing kernel Hilbert spaces, operator splitting and optimization in Banach spaces. Several aspects that are relevant to black-box models will be studied including incorporation of prior knowledge, structured dynamical systems, tensorial data representations, interpretability and sparsity, and general purpose optimization algorithms. The methods should be suitable for handling larger data sets and high dimensional input spaces. The final goal is also to realize a next generation software tool (including symbolic generation of models and handling different supervised and unsupervised learning tasks, static and dynamic systems) that can be generically applied to data from different application areas. The proposal A-DATADRIVE-B aims at getting end-users connected to the more advanced methods through a user-friendly data-driven black-box modelling tool. The methods and tool will be tested in connection to several real-life applications.
Summary
Making accurate predictions is a crucial factor in many systems (such as in modelling energy consumption, power load forecasting, traffic networks, process industry, environmental modelling, biomedicine, brain-machine interfaces) for cost savings, efficiency, health, safety and organizational purposes. In this proposal we aim at realizing a new generation of more advanced black-box modelling techniques for estimating predictive models from measured data. We will study different optimization modelling frameworks in order to obtain improved black-box modelling approaches. This will be done by specifying models through constrained optimization problems by studying different candidate core models (parametric models, support vector machines and kernel methods) together with additional sets of constraints and regularization mechanisms. Different candidate mathematical frameworks will be considered with models that possess primal and (Lagrange) dual model representations, functional analysis in reproducing kernel Hilbert spaces, operator splitting and optimization in Banach spaces. Several aspects that are relevant to black-box models will be studied including incorporation of prior knowledge, structured dynamical systems, tensorial data representations, interpretability and sparsity, and general purpose optimization algorithms. The methods should be suitable for handling larger data sets and high dimensional input spaces. The final goal is also to realize a next generation software tool (including symbolic generation of models and handling different supervised and unsupervised learning tasks, static and dynamic systems) that can be generically applied to data from different application areas. The proposal A-DATADRIVE-B aims at getting end-users connected to the more advanced methods through a user-friendly data-driven black-box modelling tool. The methods and tool will be tested in connection to several real-life applications.
Max ERC Funding
2 485 800 €
Duration
Start date: 2012-04-01, End date: 2017-03-31
Project acronym A-DIET
Project Metabolomics based biomarkers of dietary intake- new tools for nutrition research
Researcher (PI) Lorraine Brennan
Host Institution (HI) UNIVERSITY COLLEGE DUBLIN, NATIONAL UNIVERSITY OF IRELAND, DUBLIN
Country Ireland
Call Details Consolidator Grant (CoG), LS7, ERC-2014-CoG
Summary In todays advanced technological world, we can track the exact movement of individuals, analyse their genetic makeup and predict predisposition to certain diseases. However, we are unable to accurately assess an individual’s dietary intake. This is without a doubt one of the main stumbling blocks in assessing the link between diet and disease/health. The present proposal (A-DIET) will address this issue with the overarching objective to develop novel strategies for assessment of dietary intake.
Using approaches to (1) identify biomarkers of specific foods (2) classify people into dietary patterns (nutritypes) and (3) develop a tool for integration of dietary and biomarker data, A-DIET has the potential to dramatically enhance our ability to accurately assess dietary intake. The ultimate output from A-DIET will be a dietary assessment tool which can be used to obtain an accurate assessment of dietary intake by combining dietary and biomarker data which in turn will allow investigations into relationships between diet, health and disease. New biomarkers of specific foods will be identified and validated using intervention studies and metabolomic analyses. Methods will be developed to classify individuals into dietary patterns based on biomarker/metabolomic profiles thus demonstrating the novel concept of nutritypes. Strategies for integration of dietary and biomarker data will be developed and translated into a tool that will be made available to the wider scientific community.
Advances made in A-DIET will enable nutrition epidemiologist’s to properly examine the relationship between diet and disease and develop clear public health messages with regard to diet and health. Additionally results from A-DIET will allow researchers to accurately assess people’s diet and implement health promotion strategies and enable dieticians in a clinical environment to assess compliance to therapeutic diets such as adherence to a high fibre diet or a gluten free diet.
Summary
In todays advanced technological world, we can track the exact movement of individuals, analyse their genetic makeup and predict predisposition to certain diseases. However, we are unable to accurately assess an individual’s dietary intake. This is without a doubt one of the main stumbling blocks in assessing the link between diet and disease/health. The present proposal (A-DIET) will address this issue with the overarching objective to develop novel strategies for assessment of dietary intake.
Using approaches to (1) identify biomarkers of specific foods (2) classify people into dietary patterns (nutritypes) and (3) develop a tool for integration of dietary and biomarker data, A-DIET has the potential to dramatically enhance our ability to accurately assess dietary intake. The ultimate output from A-DIET will be a dietary assessment tool which can be used to obtain an accurate assessment of dietary intake by combining dietary and biomarker data which in turn will allow investigations into relationships between diet, health and disease. New biomarkers of specific foods will be identified and validated using intervention studies and metabolomic analyses. Methods will be developed to classify individuals into dietary patterns based on biomarker/metabolomic profiles thus demonstrating the novel concept of nutritypes. Strategies for integration of dietary and biomarker data will be developed and translated into a tool that will be made available to the wider scientific community.
Advances made in A-DIET will enable nutrition epidemiologist’s to properly examine the relationship between diet and disease and develop clear public health messages with regard to diet and health. Additionally results from A-DIET will allow researchers to accurately assess people’s diet and implement health promotion strategies and enable dieticians in a clinical environment to assess compliance to therapeutic diets such as adherence to a high fibre diet or a gluten free diet.
Max ERC Funding
1 995 548 €
Duration
Start date: 2015-08-01, End date: 2020-07-31
Project acronym AACCT
Project Advanced Atmospheric Carbon Capture Technology
Researcher (PI) Wolfgang SCHMITT
Host Institution (HI) THE PROVOST, FELLOWS, FOUNDATION SCHOLARS & THE OTHER MEMBERS OF BOARD, OF THE COLLEGE OF THE HOLY & UNDIVIDED TRINITY OF QUEEN ELIZABETH NEAR DUBLIN
Country Ireland
Call Details Proof of Concept (PoC), ERC-2019-PoC
Summary Ever increasing atmospheric CO2 concentrations and global emissions of 36 Gt/year impose unprecedented threats to the world’s ecosystem and endanger industrial human activities in their entirety. This AACCT project will establish a new advanced technology that facilitates efficient CO2 capture from air and results in a commercial, stand-alone prototype that will demonstrate its economical and ecological viability, outperforming all other emerging approaches to atmospheric CO2 capture. The technology takes advantage of unique, intrinsic micro- and macro-molecular structures of porous materials that were developed within the ERC SUPRAMOL and Science Foundation Ireland funded projects. These adsorbents reveal extraordinary affinity to CO2, are non-corrosive, non-toxic and are based on stable, cheap and abundant silica materials. The system operates in moist air whereby the CO2 recovery is facilitated at mild conditions under which the adsorbent is regenerated. These intrinsic characteristics in combination with the macro-structure of sub-millimetre pellets that enhances the ad/desorption kinetics, results in exceptionally low operational CO2 capture costs. The technology is modular and the number of capture units scales linearly with the desired CO2 quantity. It is not restricted to fixed locations or CO2 point sources and thus, can conceptionally lead to negative or net zero CO2 emissions.
The AACCT technology will provide pure CO2 that can be sold, used or transformed within established or emerging chemical processes (i.e. methanol synthesis). Initially, it is envisaged that the systems, using low-grade waste heat, will be employed in energy-intensive industrial sectors requiring air circulation and cooling devices. A very modest adaptation of the AACCT prototypes can facilitate the reduction of Ireland’s greenhouse gas emissions by >10%, thus highlighting the potential impact and scalability of the proposed technology at European and global levels.
Summary
Ever increasing atmospheric CO2 concentrations and global emissions of 36 Gt/year impose unprecedented threats to the world’s ecosystem and endanger industrial human activities in their entirety. This AACCT project will establish a new advanced technology that facilitates efficient CO2 capture from air and results in a commercial, stand-alone prototype that will demonstrate its economical and ecological viability, outperforming all other emerging approaches to atmospheric CO2 capture. The technology takes advantage of unique, intrinsic micro- and macro-molecular structures of porous materials that were developed within the ERC SUPRAMOL and Science Foundation Ireland funded projects. These adsorbents reveal extraordinary affinity to CO2, are non-corrosive, non-toxic and are based on stable, cheap and abundant silica materials. The system operates in moist air whereby the CO2 recovery is facilitated at mild conditions under which the adsorbent is regenerated. These intrinsic characteristics in combination with the macro-structure of sub-millimetre pellets that enhances the ad/desorption kinetics, results in exceptionally low operational CO2 capture costs. The technology is modular and the number of capture units scales linearly with the desired CO2 quantity. It is not restricted to fixed locations or CO2 point sources and thus, can conceptionally lead to negative or net zero CO2 emissions.
The AACCT technology will provide pure CO2 that can be sold, used or transformed within established or emerging chemical processes (i.e. methanol synthesis). Initially, it is envisaged that the systems, using low-grade waste heat, will be employed in energy-intensive industrial sectors requiring air circulation and cooling devices. A very modest adaptation of the AACCT prototypes can facilitate the reduction of Ireland’s greenhouse gas emissions by >10%, thus highlighting the potential impact and scalability of the proposed technology at European and global levels.
Max ERC Funding
150 000 €
Duration
Start date: 2019-10-01, End date: 2021-09-30