RCaz/eu-funding-proposals-sft huggingface dataset:
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Describe how 'Land Degradation Neutrality: Towards an Earth Observation-based Early Warning System for Savannah Degradation' will create measurable scientific, societal and economic impact aligned with Horizon 2020.

assistant: **Impact**

Savannahs are important ecosystems that are found on almost half of the African continent. Unfortunately, they undergo massive conversions and are affected by land degradation processes leading to a decline in the ecosystem services they provide to some of the continent’s poorest and most vulnerable human populations. Reductions in the productivity of dryland savannahs have major social and political implications, and the United Nations (UN) has labelled the accurate quantification of savannah degradation as of high priority.Monitoring the woody component of savannah land cover is, therefore, needed to enhance the understanding of broad-scale changes in savannahs & their relationship with ecosystem degradation. Over large scales, this can only be achieved in a cost-effective manner using Earth Observation (EO) technologies. The development of SAV-EO is, therefore, proposed which will employ novel remote sensing methodologies, based on thousands of freely-available optical & radar satellite data for the mapping & monitoring of fractional woody cover over the entire southern African savannah region (1,500,000km2). A monitoring tool that identifies underlying land degradation processes, such as bush encroachment & deforestation, will also be devised based on a dense time-series analysis approach using all available data from the 45-year long Landsat archive. Another objective of SAV-EO is to provide an advancement in the design of operational indicators for the assessment & monitoring of land degradation, within the Land Degradation Neutrality framework suggested by the UN, in order to achieve the target of the Sustainable Development Goals to combat desertification by the 2030.The innovative algorithms, data & outputs will be made available open-access via a bespoke web-G
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Explain how 'Understanding and Fixing Bottlenecks in Optimization for Modern Machine Learning' goes beyond current state-of-the-art under Horizon Europe.

assistant: **Innovation**

Modern machine learning models have been successfully deployed across fields, from scientific studies to tech-nological developments in industry, but their development remains poorly understood. The training of a largelanguage model such as GPT-3 is estimated to cost $4.6M, and public attempts to replicate the training processalone required teams of engineers to rotating on-call for months, monitoring various statistics and constantlytweaking the training procedure when it broke. Existing theoretical frameworks offer limited insights into thisprocess, as they do not capture the main difficulties that arise in practice when training neural networks, leavingpractitioners to rely on error-prone heuristics and expensive trial-and-error. This leads not only to a large devel-opment cost dominated by wasted resources, but also limits the possible impacts of machine learning to areasconsidered profitable by industries that have the resources to carry this development.The objective of this project is to build a better understanding of how recently identified bottlenecks in neuralnetwork training slow down optimization and how to adress them. The specific aims are to: (a) Understandthe impact of class imbalance on the dynamics of neural networks to identify where to allocate algorithmicresources. (b) Develop a theory to capture optimization difficulties early in training to guide the developmentof algorithms that improve performance during this crucial phase. (c) Identify new bottlenecks that arise fromapplications to new data types.The project combines experimental expertise of the postdoctoral and the theoretical expertise of the host insti-tution to identify and describe the real impact of data characteristics on neural network training. Understandingthese bottlenecks will hel
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Draft the 'Objectives and Scope' section of a Horizon 2020 proposal for the project 'Stimulate ScaleUps  to develop novel and challenging TEchnology and systems applicable to new Markets for ROBOtic soLUTIONs'.

assistant: **Objectives**

RobotUnion will discover, support and fund 20 European Superstar Scaleups confirmed by top VC investors and global corporates of 4 new market domains for robotics: manufacturing, agriculture, healthcare, and civil infrastructure.40 companies developing research will be selected out of a pan-European deal flow of 300 Scaleups through 2 Open Calls. The top 20 will join an acceleration program that will help them progress from TRL4 to TRL7 onwards. This 2 up to 16-months program will provide them with technical and non-technical support services:• Ph-D in residence type of service (the so-called Technical Mentors and  Researchers-in-Residence  will provide access to knowledge in abilities such as configurability, adaptability, motion, manipulation, decisional autonomy, dependability, interaction, perception, and cognitive ability)• Entrepreneur-in-residence type of support (provided by a pool of world-class training and high-level business mentoring complemented by fundraising mentors)• A voucher scheme to provide access to facilities and technical services across Europe• Up to €200K of free-equity funding for the best-in-class companies.8 best-in-class companies will start a fundraising campaign led by the VCs and platforms in the consortium leveraging the €8M of public funding with additional €8M of private investment.To this end RobotUnion counts on 5 premier-class RTOs specialized in Robotics at European Level to provide technical support;  4 corporates enabling access to new markets: MADE in Manufacturing, ARLA food in Agri-food, FENIN in Healthcare and FERROVIAL in Infrastructure; CHRYSALIX and ODENSE S&V,  as VCs of references in robotics, to lead the fundraising campaigns.Business support partners are FMWC (dissemination), FBA (open call management), ISDI (business
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Explain how 'Models for Ageing and Technological Solutions for Improving and Enhancing the Quality of Life' goes beyond current state-of-the-art under Seventh Framework.

assistant: **Innovation**

The aim of the project is to accumulate the expertise for mathematical and computer modelling of ageing processes, including forecasting models for prevention and rehabilitation, and implementation into technological solutions (monitors,  telecare, recreational games) and instruments (surveys, assessment tools), which could contribute to the improvement and enhancement of the quality of life in later life, and the assessment of impact of factors, such as demography, mobility, health, food, lifestyle, and others to the ageing process. Objectives • Using expertise, observations and knowledge accumulated by the partners, establish factors for ageing related to this programme • Investigate associations between factors, including associations between cognitive and physiological factors • Evaluate appropriate techniques for mathematical and computer modelling of selected ageing processes • Using expertise, observations and data accumulated by the partners, develop models • Establish requirements for visualisation and develop appropriate software tools • Implement models into technological solutions and use feedback and observations to improve the models • Study the impact of these solutions for improvement and enhancement of quality of life • Educating, training of early stage researchers and further development of experienced researchers All WP • Disseminate results and good practice widely including health communities and patients communities The project is multi-disciplinary and includes specialism from mathematics and statistics, physics, computer science, psychology and sociology, nursing and health.
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Draft an executive summary for the EU project 'Transforming distributed energy generation through the FUTURe Gas TurBINE' (FUTURBINE) targeting Horizon 2020.

assistant: **Abstract**

Futurbine aims to commercialise Aurelia A400 v2.0, the world’s most efficient small turbine for combined heat and power (CHP) generation. It is a highly innovative 400 kW gas turbine with 40.2% electric efficiency, offering the most efficient solution in the market for small-scale process and SME industry. In Europe it would result in potential annual energy savings of €18 bn. Small-scale process and SME factories are a key part of Europe’s economy and employment, with over 20 million companies, such as dairies,breweries, and small chemical and building materials factories. Typically located in small towns or remote areas, they consume over 20% of the total energy in the EU. Currently there is no economically feasible decentralised solution in the market for their capacity range (less than 2, 000 kW) and need for high-temperature steam, so 90% of these SME factories use inefficient energy systems with high emissions. A400 fills this market gapOur innovative, patented technology, which uses two shafts and reheatable exhaust gas, brings many benefits: 1) the best solution for steam-CHP below 2 MW; 2) the highest available electrical efficiency of 40.2%; 3) low emissions, even below EU requirements; 4) wide range of fuels (synthetic and bio, liquid and gas); 5) minimal downtime due to low maintenance and lack of lubricants; 6) zero vibrations; and 7) high economic profitability. We will bring the ground-breaking potential of our technology first to small-scale process industry, and, as the technology is easily scalable to larger energy ranges, then to other CHP markets, which are expected to be 2/3 of new electricity capacity by 2030. In addition, we have developed an innovative distributed integrator partner model, which creates new local jobs and skills in several EU cou
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Compose the 'Concept and Approach' section for a Seventh Framework proposal on 'Coordination Action on PPP Implementation for Road-Transport Electrification'.

assistant: **Concept**

The Coordination Action CAPIRE will prepare and support the realization of a Public Private Partnership (PPP) sustaining and putting into practice the European Green Cars Initiative. Its activities will be focussed on two major fields: a careful consideration of options for the aims, shape, and implementation paths a PPP, and the identification of technology roadblocks and the respective research needs within FP7. Major outcomes will be an appropriate and proven PPP implementation model and a dedicated roadmap based on an elaborated and deep analysis of R&D needs, respective milestones and supporting measures. The goal is to increase by a joint approach of the involved econmic sectors and the public authorities the competitiveness of global European Automotive Industry in the domain of energy efficient, safe, non-polluting and CO2-free vehicles . To be broad enough, this strategy has to be based on the three following technology pillars:- Passenger cars and LCV: to reduce local pollution, emission of green house gases, and noise by accelerating electrification of vehicles and provision of a dedicated infrastructure for the connection to CO2-free energy sources- Trucks and Buses: to improve overall efficiency of transport of people and goods by accelerating the improvement of ICE technologies and their potential partial electrification.- Logistics: to increase the efficiency of goods transport by optimizing loading rate of trucks and mixing different energy saving transport vectors as rail transport and road transport.The results of CAPIRE shall serve as a guideline for automotive R&D and European road transport policy related to the Green Cars topic. Their deployment will require a strong cooperation between OEMs, automotive & technology suppliers, road and traffic oper
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Compose a compelling abstract for 'APPLICATION AND EVALUATION OF A NOVEL ENGINE MANAGEMENT SYSTEM BASED ON INTELLIGENT CONTROL ALGORITHMS AND UTILISING INNOVATIVE SENSOR TECHNOLOGY' demonstrating excellence, impact and implementation quality for a Fourth Framework call.

assistant: **Abstract**

AENEAS is a collaborative project between Ricardo, Daimler-Benz and Kistler. Its aim is to assimilate Cylinder Pressure based Engine Management System (CPEMS) technology in order to obtain substantial improvements in cost, efficiency, comfort, emissions and reliability compared to conventional systems.Conventional Engine Management Systems (EMS) are primarily parameter based systems in which there is no underlying model to describe the behaviour of the engine. Such systems therefore require many parameters to control the engine under steady-state, transient fuelling and varying ambient conditions.The introduction of Model-Based control in order to overcome this problem has been hindered mainly by the lack of inexpensive sensing devices which can closely monitor the engine's performance. In particular, the measurement of cylinder pressure which would give valuable information on the engine's performance, has been very expensive due to the harsh environment of the combustion chamber.In recent years, attention has focused upon the development of inexpensive cylinder pressure sensors in order to realise a system more appropriate for the application of Model-Based control. This project is based on the results of advanced R&D work carried out by Daimler-Benz and Kistler on the application of Silicon Carbide on Insulator (SiCOI) and Silicon On Insulator (SOI) technologies for such devices. These material systems have been shown to operate under harsh combustion environments and have the potential for a cost effective solution to the development of a CPEMS.The first objective of the project is to demonstrate benefits which are expected to include :- Better controlled combustion giving lower emissions, faster light-off and smoother running- Improved sensing leading to a reduced
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write the 'Expected Impact' section for the project 'Minimising stress inducing factors on cattle during handling and transport to improve animal welfare and meat quality' (CATRA), addressing dissemination and exploitation.

assistant: **Impact**

Adequate scientific data are kicking in cattle transport on stress inducing factors, such as transport times, vibration levels, and air quality. In order to develop standards on the European level a coordinated research is necessary in line with the key action 5.1.1, so that new data and methods for surveillance and reducing stress will become available. Hence cattle welfare and meat quality will be improved, thereby enhancing the economic competitiveness of producers and abattoirs. The project is broken down into eight work packages. In all the work packages, beside other behavioural and physiological parameters, continuous measurement of heart rate, environmental conditions in the pens, and video recording will be made to determine the adhesiveness of various activities to animal welfare. The partners (scientists and abattoir partners from six countries) have long experiences on animal health and welfare, meat quality, dynamic, measurement technology, transport and logistics.
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Describe how 'Nonlinear localization indiscrete systems - theoretical investigations ofmechanisms for creation, decay and modification of discrete breathers' will create measurable scientific, societal and economic impact aligned with Fourth Framework.

assistant: **Impact**

Research objectives and content This project aims at a better understanding for the role of discrete breathers in the dynamics of nonlinear lattices. We propose to investigate, analytically and numerically, the long-time dynamics of perturbed breather solutions, and thereby gaining insight into the possible mechanisms for breather growth and decay and their spontaneous creation and destruction at finite temperatures. Furthermore, we aim at an increased understanding of breather dynamics close to instability thresholds, and in particular we plan to investigate the possibility of switching between breathers with different properties (e.g. mobile o' immobile) by the application of small external perturbations. Switching between pinned and mobile breathers is of interest ir descriptions of storage and transport of vibrational energy in biological macromolecules, and is also expected to have technological applications. We propose to study enharmonic 1attices with long-range interaction as candidates for systems where multistability of breathers and switching can be expected. Also fundamental properties (e.g. spatial decay) of breather! in lattices with long-range interactions will be investigated. Training content (objective, benefit and expected impact) I expect to acquire a deeper knowledge and wider competence in the subject of nonlinear localization in discrete system concerning understanding of the fundamental mathematical techniques as well as experience with the numeric, implementation of these ideas.
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write the 'Expected Impact' section for the project 'Demonstration at industrial scale of the FLeXible manufacturing of SMART multifunctional photovoltaic building elements' (SMART-FLEX), addressing dissemination and exploitation.

assistant: **Impact**

Building integrated photovoltaics (BIPV) is a promising area while it is still considered as a novelty dedicated only to exclusive construction. However, BIPV potential is much greater and many more solutions could be developed and BIPV could become a broadly accepted technology if the main barriers, hindering the market deployment are overcome.SMART-FLeX consortium aims to address the identified needs for overcoming the main barriers of BIPV market deployment by proposing the collaborative project with the following overall objective:- To demonstrate the multi-functional glass/glass PV building element as plug & play AC device for safe and easy installation into building electricity system. Demonstration of such device will cover both levels: (i) demonstration of flexibility and adaptability of manufacturing the customised design PV building elements, allowing harmonious integration in buildings and (ii) demonstration of such BIPV products in the building envelope.Wide deployment of BIPV, as low carbon technology, would contribute to the achievement of the goals of diversification of European energy portfolio and climate change. If successfully demonstrated SMART-FLeX solution will lead to fast market replication and enhance large deployment of BIPV in short term, also contributing to the market share of RES increase in 6,73% and CO2 savings in 238 k tonnes during ten years after implementation.