Lorenzo Rinaldi
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Lorenzo Rinaldi has a total of 71 co-authors. Here are the top co-authors by number of shared publications:
- Matteo Vincenzo Rocco
Department of Energy, Politecnico di Milano, Milan, Italy
8 shared publications - Emanuela Colombo
Politecnico di Milano
4 shared publications - Nicolò Golinucci
NextGen S.r.l, Milan, Italy
4 shared publications Emanuela Colombo
3 shared publications- Alexandros Nikas
National Technical University of Athens
2 shared publications - Anna Vinciguerra
Department of Energy, Politecnico di Milano, Via Lambruschini 4, 21056 Milan, Italy
2 shared publications
Latest Publications
- Open Access
- 3 September 2026
- Published by Springer Nature in Journal of Industrial Ecology
- Vol. 30 (5) , 2567-2581
Environmental and socio-economic implications of solar photovoltaic reshoring under the EU Net Zero Industry Act: a hybrid input–output assessment
The photovoltaic supply chain is complex and geographically concentrated. Assessing the impacts of policies targeting it requires models that explicitly represent supply-chain structure. While process-based life-cycle assessment truncates economy-wide effects and top-down input–output models are too aggregated to resolve individual manufacturing stages, our study develops a hybrid framework integrating a process-based PV supply chain model into the multi-regional input–output accounting structure of EXIOBASE. The model is first verified against reference literature ranges of solar electricity carbon footprints and producer prices, showing literature-consistent results that purely top-down models miss by omitting productive capital. The framework is applied to the Net Zero Industry Act, a major European Union (EU) reshoring policy, under a scenario where 40% of module demand is supplied domestically. Results show that reshoring mainly affects downstream stages, while upstream production remains largely external, leading to moderate changes in consumption-based emissions and limited gains in EU value-added and employment.
- 3 September 2026
- Published by Springer Nature in Journal of Industrial Ecology
- Vol. 30 (5) , 2567-2581
Open AccessEnvironmental and socio-economic implications of solar photovoltaic reshoring under the EU Net Zero Industry Act: a hybrid input–output assessment
The photovoltaic supply chain is complex and geographically concentrated. Assessing the impacts of policies targeting it requires models that explicitly represent supply-chain structure. While process-based life-cycle assessment truncates economy-wide effects and top-down input–output models are too aggregated to resolve individual manufacturing stages, our study develops a hybrid framework integrating a process-based PV supply chain model into the multi-regional input–output accounting structure of EXIOBASE. The model is first verified against reference literature ranges of solar electricity carbon footprints and producer prices, showing literature-consistent results that purely top-down models miss by omitting productive capital. The framework is applied to the Net Zero Industry Act, a major European Union (EU) reshoring policy, under a scenario where 40% of module demand is supplied domestically. Results show that reshoring mainly affects downstream stages, while upstream production remains largely external, leading to moderate changes in consumption-based emissions and limited gains in EU value-added and employment.
- Open Access
- 24 July 2026
- Published by Springer Nature in Journal of Industrial Ecology
- Vol. 30 (4) , 2173-2187
Carbon intensity of electricity: a systematic methodological and quantitative review
The carbon footprint of electricity is a critical metric for climate policy and corporate sustainability reporting, yet its quantification is hampered by a lack of methodological consensus and a fragmented evidence base. This fragmentation reflects a central debate in industrial ecology regarding the consistency and comparability of life-cycle-based emission factors across different modelling paradigms. This study addresses this gap by performing a systematic, quantitative comparison of electricity emission factors from a wide range of authoritative sources, including process-LCA databases (Ecoinvent), environmentally extended input–output tables (EXIOBASE, EMERGING, EORA, GLORIA, GTAP), primary agency data (IEA), and others. We harmonize technology taxonomies and GHG characterization factors to compare technology-level and national-level emission factors for the EU and the US. Our findings indicate that, for technology-specific emission factors, there is a moderate level of agreement regarding direct operational emissions (direct carbon intensity). However, we observe substantial and systematic variation when it comes to full life-cycle carbon intensity. These discrepancies propagate to national-level estimates, where a country’s calculated carbon intensity can significantly vary, solely based on the data source chosen. This paper provides a useful reference to deconstruct and understand such divergences. We operationalize these findings into a set of practical selection criteria that enable analysts and decision-makers to make transparent and context-appropriate choices. We conclude that a more transparent and critical approach to sourcing emission data is fundamental to the credibility of carbon accounting and the broader energy transition.
- 24 July 2026
- Published by Springer Nature in Journal of Industrial Ecology
- Vol. 30 (4) , 2173-2187
Open AccessCarbon intensity of electricity: a systematic methodological and quantitative review
The carbon footprint of electricity is a critical metric for climate policy and corporate sustainability reporting, yet its quantification is hampered by a lack of methodological consensus and a fragmented evidence base. This fragmentation reflects a central debate in industrial ecology regarding the consistency and comparability of life-cycle-based emission factors across different modelling paradigms. This study addresses this gap by performing a systematic, quantitative comparison of electricity emission factors from a wide range of authoritative sources, including process-LCA databases (Ecoinvent), environmentally extended input–output tables (EXIOBASE, EMERGING, EORA, GLORIA, GTAP), primary agency data (IEA), and others. We harmonize technology taxonomies and GHG characterization factors to compare technology-level and national-level emission factors for the EU and the US. Our findings indicate that, for technology-specific emission factors, there is a moderate level of agreement regarding direct operational emissions (direct carbon intensity). However, we observe substantial and systematic variation when it comes to full life-cycle carbon intensity. These discrepancies propagate to national-level estimates, where a country’s calculated carbon intensity can significantly vary, solely based on the data source chosen. This paper provides a useful reference to deconstruct and understand such divergences. We operationalize these findings into a set of practical selection criteria that enable analysts and decision-makers to make transparent and context-appropriate choices. We conclude that a more transparent and critical approach to sourcing emission data is fundamental to the credibility of carbon accounting and the broader energy transition.
- Open Access
- 13 March 2026
- Published by Elsevier in SSRN Electronic Journal
An Integrated Modelling Assessment of Indonesia’s Electricity Sector Transition and Economic Growth
This research explores the impact of various electricity sector transition scenarios on economic growth in Indonesia by integrating energy systems and economic modelling. The Open-Source Energy Modelling System (OSeMOSYS) was utilised to optimise long-term electricity generation, capacity expansion, and decarbonisation pathways, while the Multi-functional Analysis of Regions through Input-Output (MARIO) model quantified the effect on gross domestic product (GDP) through shock analysis. Results show that all net-zero scenarios substantially reduce cumulative carbon emissions compared to the baseline scenario through large-scale renewable deployment, particularly solar. The nuclear-inclusive scenarios demonstrate that strategically integrating nuclear power can replace part of solar capacity, reduce total investment costs by 3-8%, and provide reliable baseload electricity. GDP growth in all net-zero scenarios remains below the baseline scenario due to the declining contribution of coal, although nuclear-inclusive scenarios show marginally better economic performance. The findings highlight that a robust domestic supply chain, refined local content policies, and strategic nuclear integration are essential to maximise economic benefits. This research provides a data-driven case, showing that Indonesia’s electricity sector transition represents an investment in a sustainable, competitive, and low-carbon economic future rather than a mere cost to growth.
- 13 March 2026
- Published by Elsevier in SSRN Electronic Journal
Open AccessAn Integrated Modelling Assessment of Indonesia’s Electricity Sector Transition and Economic Growth
This research explores the impact of various electricity sector transition scenarios on economic growth in Indonesia by integrating energy systems and economic modelling. The Open-Source Energy Modelling System (OSeMOSYS) was utilised to optimise long-term electricity generation, capacity expansion, and decarbonisation pathways, while the Multi-functional Analysis of Regions through Input-Output (MARIO) model quantified the effect on gross domestic product (GDP) through shock analysis. Results show that all net-zero scenarios substantially reduce cumulative carbon emissions compared to the baseline scenario through large-scale renewable deployment, particularly solar. The nuclear-inclusive scenarios demonstrate that strategically integrating nuclear power can replace part of solar capacity, reduce total investment costs by 3-8%, and provide reliable baseload electricity. GDP growth in all net-zero scenarios remains below the baseline scenario due to the declining contribution of coal, although nuclear-inclusive scenarios show marginally better economic performance. The findings highlight that a robust domestic supply chain, refined local content policies, and strategic nuclear integration are essential to maximise economic benefits. This research provides a data-driven case, showing that Indonesia’s electricity sector transition represents an investment in a sustainable, competitive, and low-carbon economic future rather than a mere cost to growth.
- Open Access
- 10 October 2025
- Published by Elsevier in Renewable and Sustainable Energy Reviews
- Vol. 226
Model linking for low-carbon transitions: Technical and conceptual challenges and best practices
- 10 October 2025
- Published by Elsevier in Renewable and Sustainable Energy Reviews
- Vol. 226
Open AccessModel linking for low-carbon transitions: Technical and conceptual challenges and best practices
- Open Access
- 11 August 2025
- Published by Associacao Nacional de Tecnologia do Ambiente Construido (ANTAC) in ENCONTRO NACIONAL DE APROVEITAMENTO DE RESÍDUOS NA CONSTRUÇÃO
- Vol. 9 (1) , 1-5
Materiais com maior pegada de carbono podem reduzir emissões de CO2: um paradoxo da eficiência energética em habitações populares no Brasil
Habitações populares com baixo desempenho térmico aumentam o consumo de eletricidade para climatização, agravando a vulnerabilidade financeira e social das famílias. Este estudo avalia o impacto da melhoria da eficiência energética em habitações de interesse social no Brasil, reduzindo os valores U das envoltórias (fechamentos externos). Utilizando tabelas de recursos e usos (TRUs), foram analisadas as emissões de CO₂ a nível nacional associadas à substituição de paredes de alvenaria por steel frame, que oferece isolamento térmico quase seis vezes superior. O consumo de energia foi simulado no EnergyPlus para uma residência isolada de 42 m². Os resultados indicam que, embora o sistema de steel frame aumente as emissões de CO₂ em 1,33%, essa elevação é compensada pela redução das emissões de CO2 do setor elétrico em até 5 anos. Em 30 anos, a economia acumulada pode ultrapassar 3,5 milhões de toneladas de CO₂.
- 11 August 2025
- Published by Associacao Nacional de Tecnologia do Ambiente Construido (ANTAC) in ENCONTRO NACIONAL DE APROVEITAMENTO DE RESÍDUOS NA CONSTRUÇÃO
- Vol. 9 (1) , 1-5
Open AccessMateriais com maior pegada de carbono podem reduzir emissões de CO2: um paradoxo da eficiência energética em habitações populares no Brasil
Habitações populares com baixo desempenho térmico aumentam o consumo de eletricidade para climatização, agravando a vulnerabilidade financeira e social das famílias. Este estudo avalia o impacto da melhoria da eficiência energética em habitações de interesse social no Brasil, reduzindo os valores U das envoltórias (fechamentos externos). Utilizando tabelas de recursos e usos (TRUs), foram analisadas as emissões de CO₂ a nível nacional associadas à substituição de paredes de alvenaria por steel frame, que oferece isolamento térmico quase seis vezes superior. O consumo de energia foi simulado no EnergyPlus para uma residência isolada de 42 m². Os resultados indicam que, embora o sistema de steel frame aumente as emissões de CO₂ em 1,33%, essa elevação é compensada pela redução das emissões de CO2 do setor elétrico em até 5 anos. Em 30 anos, a economia acumulada pode ultrapassar 3,5 milhões de toneladas de CO₂.
- Open Access
- 19 June 2025
- Published by Purdue University (bepress) in CIB Conferences
- Vol. 1 (1) , 408
Blue-Green Sustainability Framework for Building Assessment based Multifunctional Analysis of Regions through Input-Output (MARIO)
The concepts of building and construction are central in the development of national economies all over the world. Along with this growth in national economies, however, there is increasing concern over the high environmental impact caused by the building industry. A growing body of published work provides evidence that buildings globally contribute to 40% of greenhouse gas emissions, 50% of energy and consumption, and 15% of drinking water usage. To date, there is a current lack of studies of evidence-based literature specifically relating to the use of Life Cycle Assessment (LCA) extended Multi Region Input-Output (MRIO) approach for building sustainability assessment. This paper describes the design and implementation of a framework to assess the blue and green footprint at building level-based Multifunctional Analysis of Regions through Input-Output (MARIO) tool and Building Information Modeling (BIM) for building system analysis. The study set out to investigate the impact of structural and Mechanical, Electrical, and Plumbing (MEP) systems in a sample building. Finally, the framework was tested in the dwelling sector to assess the growing demand by 2030 in Mexico. Results presented an easy path for sustainable assessment for regions with lack of tools. However, future research must be developed to fill the gap in the blue footprint domain.
- 19 June 2025
- Published by Purdue University (bepress) in CIB Conferences
- Vol. 1 (1) , 408
Open AccessBlue-Green Sustainability Framework for Building Assessment based Multifunctional Analysis of Regions through Input-Output (MARIO)
The concepts of building and construction are central in the development of national economies all over the world. Along with this growth in national economies, however, there is increasing concern over the high environmental impact caused by the building industry. A growing body of published work provides evidence that buildings globally contribute to 40% of greenhouse gas emissions, 50% of energy and consumption, and 15% of drinking water usage. To date, there is a current lack of studies of evidence-based literature specifically relating to the use of Life Cycle Assessment (LCA) extended Multi Region Input-Output (MRIO) approach for building sustainability assessment. This paper describes the design and implementation of a framework to assess the blue and green footprint at building level-based Multifunctional Analysis of Regions through Input-Output (MARIO) tool and Building Information Modeling (BIM) for building system analysis. The study set out to investigate the impact of structural and Mechanical, Electrical, and Plumbing (MEP) systems in a sample building. Finally, the framework was tested in the dwelling sector to assess the growing demand by 2030 in Mexico. Results presented an easy path for sustainable assessment for regions with lack of tools. However, future research must be developed to fill the gap in the blue footprint domain.
- Open Access
- 20 January 2025
- Published by Elsevier in Renewable and Sustainable Energy Reviews
- Vol. 212
Data-driven analysis for the characterization of household appliance ownership and use in Sub-Saharan Africa
- 20 January 2025
- Published by Elsevier in Renewable and Sustainable Energy Reviews
- Vol. 212
Open AccessData-driven analysis for the characterization of household appliance ownership and use in Sub-Saharan Africa
- Open Access
- 1 July 2024
- Published by IOP Publishing in Environmental Research Letters
- Vol. 19 (7) , 074059
Assessing environmental and market implications of steel decarbonisation strategies: a hybrid input-output model for the European union
As a key material for manufacturing clean energy technologies, steel is crucial for energy transition, but its production causes 2.6 Gton of CO2 emissions at global level each year. In 2020 the European Union (EU) set a net-zero emissions target by 2050, fostering innovation in the steel industry to reduce its environmental impact. However, a scenario-oriented and technologically comprehensive analysis assessing prospected environmental and market implications of steel decarbonisation strategies remains a gap, which is addressed in this paper. The analysis adopts a hybrid input-output-based life-cycle assessment model built in the MARIO framework, extending the Exiobase database to represent the supply chains of the most promising low-carbon steelmaking technologies in the EU, such as hydrogen- or charcoal-injected blast furnaces and natural gas- and hydrogen-based direct reduction routes. The penetration of these technologies is explored by formulating scenarios resembling European climate targets. The results show a reduction in the carbon footprint of steel across all scenarios, ranging up to −26% in 2030 and to −60% in 2050. However, the extent of footprint reduction is highly dependent on the share of clean electricity in the European supply mix, highlighting the relevance of holistic decarbonisation strategies. Economic implications affect steel prices, which rise up to 25% in 2030 and 56% in 2050, opening discussions on the need for suitable policies such as CBAM to avoid protectionism and encourage international technological progress.
- 1 July 2024
- Published by IOP Publishing in Environmental Research Letters
- Vol. 19 (7) , 074059
Open AccessAssessing environmental and market implications of steel decarbonisation strategies: a hybrid input-output model for the European union
As a key material for manufacturing clean energy technologies, steel is crucial for energy transition, but its production causes 2.6 Gton of CO2 emissions at global level each year. In 2020 the European Union (EU) set a net-zero emissions target by 2050, fostering innovation in the steel industry to reduce its environmental impact. However, a scenario-oriented and technologically comprehensive analysis assessing prospected environmental and market implications of steel decarbonisation strategies remains a gap, which is addressed in this paper. The analysis adopts a hybrid input-output-based life-cycle assessment model built in the MARIO framework, extending the Exiobase database to represent the supply chains of the most promising low-carbon steelmaking technologies in the EU, such as hydrogen- or charcoal-injected blast furnaces and natural gas- and hydrogen-based direct reduction routes. The penetration of these technologies is explored by formulating scenarios resembling European climate targets. The results show a reduction in the carbon footprint of steel across all scenarios, ranging up to −26% in 2030 and to −60% in 2050. However, the extent of footprint reduction is highly dependent on the share of clean electricity in the European supply mix, highlighting the relevance of holistic decarbonisation strategies. Economic implications affect steel prices, which rise up to 25% in 2030 and 56% in 2050, opening discussions on the need for suitable policies such as CBAM to avoid protectionism and encourage international technological progress.
- Top Cited PapersOpen Access
Three different directions in which the European Union could replace Russian natural gas
Top Cited PapersOpen AccessThree different directions in which the European Union could replace Russian natural gas
- 27 October 2023
- Published by Ubiquity Press, Ltd. in Journal of Open Research Software
- Vol. 11
MARIO: A Versatile and User-Friendly Software for Building Input-Output Models
- 27 October 2023
- Published by Ubiquity Press, Ltd. in Journal of Open Research Software
- Vol. 11
MARIO: A Versatile and User-Friendly Software for Building Input-Output Models