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Innovation3 – Progress in Research

Information Hub for alternative financing options

Tag: Finance, Information hub, alternative finance, knowledge exchange
Researcher: Chiara Franzoni
Department: DIG – Department of Management, Economics and Industrial Engineering

Innovation in leadership and finance had been one of the missions of Horizon 2020. The EU funded ALTFInator project Horizon 2020 addressed this with the goal of easing the access to risk finance for companies and supporting innovation of SMEs across Europe.

ALTFInator developed alternative forms of finance for innovative SMEs with a specific geographical location: countries in Southern, Central and Eastern Europe have less opportunities and know-how of alternative financing, this is true for small and medium enterprises. The rationale behind the project was to map the existing financing framework in the participating countries; to collect and make accessible resource material to entrepreneurs and investors, as well as creating a matching architecture of supply and demand, raising awareness of financing alternatives and best practices through workshops and seminars.

The project concluded in April 2020 with the creation of the dedicated web page: an information database of resource material, news, and available financial providers. Among the relevant outcomes, there are national workshops, international best practice workshops and public roundtables.

Entrapment and recycle of pesticides in agricultural activities

Tag: Agriculture, fresh water, contamination, pollution, food technology
Researcher: Alberto Guadagnini
Department: DICA – Department of Civil and Environmental Engineering

Pesticides adopted in agriculture can easily raise environmental concerns, as they can often be a cause of contamination of nearby surface waters. This can cause irreversible damage to the ecosystem and to water quality. The accumulation of pesticides in water is one of the main causes of eutrophication, a phenomenon that causes changes in biodiversity and ecosystem functions of clean water. Sediments analysis of fresh waters have proven that change in nutrients and mineral salts can cause permanent damages to freshwater reserves, an increasingly scarce and vital resource.

RECYCLE, a EU funded project has the objective of developing methodologies and technologies to trap pesticides used in agricultural work and recycle them, protecting the environment as well as being in line with the principles of a circular economy. Researchers aim to develop new technologies in order to trap pesticides residue from drained land and sediments and make them available for agricultural purposes avoiding contamination.

RECYCLE program has been chosen in 2019 under the H2020 scheme, MSCA-RISE — Marie Skłodowska-Curie Research and Innovation Staff Exchange — and will have an expected duration of four years. The project involves eight other participant universities — other than Politecnico di Milano — and four partner institutions, with an overall budget of € 1,347,800.

Within the scheme of the MSCA-RISE, the project will stimulate knowledge exchange, and foster collaboration between the institutions involved in the program, through seminars and workshops, as well as the joint effort of members from the private sector and other stakeholders.

Food Waste prevention: the circular economy paradigm

Tag: Circular Economy, Food Waste Hierarchy (FWH), agri-food supply chain
Researchers: Federica Ciccullo, Raffaella Cagliano, Giulia Bartezzaghi, Alessandro Perego
Department: DIG

In the context of the global food supply chain one of the key challenges is preventing or limiting food waste, a phenomenon that has an ecological, economical and social impact.

The Food Waste Hierarchy (FWH) framework offers a more sustainable and holistic approach to the production and the consumption of food at all levels of the supply chain. The FWH works well within the circular economy paradigm, an economic model of production that aims at greater sustainability, limiting the use of resources and minimizing production waste.

A paper by Federica Ciccullo, Raffaella Cagliano, Giulia Bartezzaghi, Alessandro Perego of the  Department of Management, Economics and Industrial Engineering (DIG) of Politecnico di Milano has recently published the paper “Implementing the circular economy paradigm in the agri-food supply chain: The role of food waste prevention technologies” on the Journal “Resources, Conservation and Recycling”.

The paper investigates how technology can play a key factor in implementing the principles of the Food Waste Hierarchy. Within the investigation, researchers carried out interviews on the role of technology in the food supply chain, both with technology providers and with companies involved in the production of food. The results identify strategies such as the adoption of various options of technologies as well as a strengthened cooperation at all levels of the supply chain, proving they can reduce food waste (i.e through the use of data science and big data to monitor and forecast the production) and can improve synergies with different level of the supply chain for waste prevention. 

Faster and sustainable Artificial Intelligence: Politecnico develops a new generation of computing

Tag: resistive memory (ReRAM), resistive switching, computing circuits, memristore
Researcher: Daniele Ielmini
Department: DEIB

Researchers at Politecnico di Milano produced a novel in-memory computing architecture for a new generation of computing accelerators, with the potential to revolutionize the technology of artificial intelligence. Computers produced with this technology will offer greater functionalities and will be able to bypass the memory wall issue of digital computers. Compared with traditional CMOS technology, the new computers will be smaller, with less power consumption and will offer more functionalities, for example the capacity, such as the human brain’s ability to learn and recognize images.

The realized circuit is able to solve a system of linear equations (Ax=b) in a single operation in the timescale of few tens of ns thanks to an innovative method of in-memory computing, where the coefficients of matrix A are stored in a special device called memristor. The memristor is able to store analogue values, thus a memristor matrix can physically map a coefficient matrix A within the circuit, thus strongly accelerating the computation.

The proposed analogue in-memory concept is not only able to solve complex problems with huge saving in time and energy spending but has a lot of future applications, from the Internet of Things (IoT), to neuromorphic processors for artificial intelligence. The research has been carried out under the ERC European project RESCUE (Resistive switch computing beyond CMOS), of which Politecnico di Milano is the coordinating institution under the guidance of Professor Daniele Ielmini. The project was concluded in July 2020. Results have been published on the prestigious journal PNAS of the National Academy of Science of the USA.

Photo by Alexandre Debiève on Unsplash

A revolution in drug discovery: advanced computer-aided drug design

Tag: Supercomputing, VirtualScreening, HPC, health, COVID-19
Researchers: Cristina Silvano, Gianluca Palermo
Department: DEIB – Department of Electronics, Information and Bioengineering

A drug has been found which is able to counter the SARS-CoV-2 virus, responsible for COVID-19. The drug in question is Raxilofene and it has been identified thanks to the European Exscalate4CoV project, supported by the European Horizon 2020 project for research and innovation, with the collaboration of Politecnico di Milano, Dompé Farmaceutici, Cineca and another 15 partners throughout Europe.

Exscalate4CoV uses the fastest pharmaceutical research platform in the world, created with the collaboration of professors Gianluca Palermo and Cristina Silvano from the Department of Electronics, Information and Bioengineering of Politecnico di Milano. From an archive of about 500 billion molecules, the EXSCALATE platform (EXaSCale smArt pLatform Against paThogEns) is able to select the molecules that meet certain compatibility requirements with the SARS-CoV-2 virus. Thanks to the CINECA supercomputers, researchers have analyzed over 10 million pharmaceutical molecules, identifying in Raxilofene the most promising molecule to inhibit the replication of coronavirus inside human cells. In vitro tests have confirmed the results processed by the platform. Raxilofene has been used for years against osteoporosis and is well-tolerated by the human body: this will make it possible to rapidly move forwards to the clinical test phase on patients affected by COVID-19. “One of the most computationally complex phases was the 3D modeling of the virus proteins, which was unknown until just a few months ago” comments Palermo. “Now we have a good model and the Exscalate platform is able to compare it with over 500 billion molecules in just a few weeks, identifying the molecules able to inhibit the virus from replicating”. With the start of the clinical study, the first phase of the project can now be considered over. Since the approval process to test the drug on people has been completed, the IRCSS Lazzaro Spallanzani in Rome and IRCSS Humanitas in Milan research hospitals have been carrying out trials on 450 patients since the end of October. During the second phase of the project, almost 500 billion molecules will be analyzed, many of these have never been used and are not present in nature. While the wait for the results continues, if one of these compounds proves to be interesting, moving forwards to the clinical phase will take time: tests to verify whether a molecule is toxic for humans can take between 5 and 10 years. This is why the project has prioritized the analysis of drugs already being used for other pathologies.

At the time of writing, researchers are carrying out the largest virtual molecule screening experiment in the world. The Politecnico di Milano team is at the forefront of this experiment, which will be developed using the two most powerful supercomputers in Europe: the ENI HPC5 and the CINECA Marconi-100 system. 70 billion molecules evaluated on 15 active sites of 12 SARS-CoV-2 proteins for a total of over one thousand billion evaluations. This number goes well beyond the “just” 2 billion evaluations carried out at the Oak Ridge National Lab in the United States on a single protein for the same reason, using the second most powerful supercomputer in the world, and the billion evaluations made by the same DOMPE-POLIMI-CINECA work group against the Zika virus, which at the time were considered unique experiments. “The EXSCALATE platform has the peculiar characteristic of being designed from the outset for situations like the one we are living through at the moment, where urgent calculations must be deployed at speeds that only supercomputers can achieve. At the moment, we are carrying out an experiment in only a few days which as little time ago as last year, would have taken tens of months” comments Palermo.

The project is coordinated by Dompè Farmaceutici alongside a multidisciplinary team and aims to continue to collaborate with Politecnico di Milano and CINECA during every phase to develop the EXSCALATE platform, thus accelerating the computational process in the search for new drugs and maximizing the efficiency of the new generation of supercomputers. “However, we are currently directly involved with just the computational challenge which we are really excited about thanks to its uniqueness, but no less important will be the next phase when the research carried out will be more than just an end in itself. The data produced by the simulation will be analyzed by Dompé Farmaceutici to identify interesting molecules that may be active on numerous proteins, and will also be made available to the scientific community”. Thanks to the recent investment decided by Italy and Europe, in October it was announced that a new supercomputer called Leonardo will be installed at CINECA next year, which should reach 250 thousand billion calculations per second (petaflop), 10 times more than the current rate. The Politecnico di Milano team is already geared up for this new challenge, also thanks to a new European project called LIGATE (LIgand Generator AT Exsascale), which will see the DOMPE – POLIMI – CINECA team working together for a further 3 years.

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