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. 2019 Nov 28;28:104895. doi: 10.1016/j.dib.2019.104895

Life Cycle Inventory datasets for nano-grid configurations

Federico Rossi a,b, Maria Laura Parisi a,c,d, Simone Maranghi a,c, Riccardo Basosi a,c,d, Adalgisa Sinicropi a,c,d,
PMCID: PMC6911934  PMID: 31872010

Abstract

Datasets concerning some user-scale Smart Grids, named Nano-grids, are reported in this paper. First several Solar Home Systems composed of a photovoltaic plant, a backup generator and different types of lithium-ion batteries are provided. Then, the inventory analysis of hybrid Nano-grids integrating batteries and hydrogen storage is outlined according to different scenarios. These data inventory could be useful for any academic or stakeholder interested in reproducing this analysis and/or developing environmental sustainability assessment in the field of Smart Grids. For more insight, please see “Environmental analysis of a Nano-Grid: a Life Cycle Assessment” by Rossi F, Parisi M.L., Maranghi S., Basosi R., Sinicropi A. [1].

Keywords: Storage, Photovoltaics, Smart grids, Life cycle assessment, Batteries, Solar energy


Specifications Table

Subject Renewable Energy, Sustainability and the Environment
Specific subject area Life Cycle Assessment
Type of data Tables
How data were acquired Ecoinvent 3.2 database and scientific literature
Data format Raw
Analyzed
Parameters for data collection Technological, temporal and geographical representativeness of data are described in Ecoinvent 3.2 reports.
Description of data collection Data collection is performed employing the Ecoinvent 3.2 database. When the required information is not available from the Ecoinvent database, secondary data are acquired from literature.
Data source location Institution: Ecoinvent
City/Town/Region: Zurich
Country: Switzerland
Data accessibility The Life Cycle Inventories are reported with this article
Related research article Federico Rossi, Maria Laura Parisi, Simone Maranghi, Riccardo Basosi, Adalgisa Sinicropi “Environmental analysis of a Nano-Grid: a Life Cycle Assessment” (https://doi.org/10.1016/j.scitotenv.2019.134814)
Value of the Data
  • Life Cycle Inventories for nano-grids components and manufacturing processes concerning raw materials and energy input-output flows are provided.

  • Data are useful for any academics studying smart grids value chain and for any stakeholders interested in the environmental sustainability of energy systems network.

  • These comprehensive life cycle inventories can be employed for direct use or as data-proxies to be further customized and adapted for the development of environmental Life Cycle Assessment studies in the field of Smart Grids.

  • Up-to-date datasets are built from technical data presented in scientific reports and papers and modelled according to the Ecoinvent 3.2 database for easy employment and reproducibility

1. Data

Datasets concerning some user-scale Smart Grids (Nano-grids) components and manufacturing processes are presented. Several Solar Home Systems composed of a photovoltaic plant, a backup generator and different types of lithium-ion batteries are described. Then, the inventory analysis of hybrid Nano-grids integrating batteries and hydrogen storage is outlined according to different scenarios [1]. The inventory analysis presented in this paper corresponds to the Life Cycle Inventory (LCI) phase that is a mandatory phase of the Life Cycle Assessment methodology, ISO 14040 standardized procedure for the environmental impact analysis of a product or a system. The LCI consists of a comprehensive dataset containing quantitative information about all the energy and matter flows involved in the life cycle of a product, process or system. The inventory analysis is performed using openLCA and is based on the Ecoinvent 3.2 database. In case some of the components of the Nano-grids are not present in the database, secondary data must be recovered from the literature, in order to create a representative Life Cycle Inventory for the missing components [[2], [3], [4]]. Table 1, Table 2 describe the LCI of two different types of Hydrogen Storage Tanks during the production phase. Tables from Table 3, Table 4, Table 5, Table 6, Table 7, Table 8, Table 9 summarize the LCI of the Solar Home Systems whereas tables from Table 10, Table 11, Table 12, Table 13 describe the LCIs of hybrid Nano-grids with four different scenarios [1]. Concerning tables from Table 14, Table 15, Table 16, Table 17, Table 18, Table 19, they represent the inventories dealing with the end of life of lithium-ion batteries, photovoltaic panels, electricity converters, proton exchange membrane fuel cells and electrolysers and hydrogen storage tanks.

Table 1.

Life Cycle Inventory of Type III Hydrogen Storage Tank production [6].

Component Amount Unit Process Comments and Sources
Input
carbon fibre 21.2 kg market for ammonia, liquid | ammonia, liquid | APOS, U - RER Carbon fibre production [7]
404.9 MJ market for electricity, low voltage | electricity, low voltage | APOS, U - IT Carbon fibre production [7]
53.0 kg market for propylene | propylene | APOS, U - GLO Carbon fibre production [7]
chromium steel pipe 4.0 kg chromium steel pipe production | chromium steel pipe | APOS, U - GLO Ecoinvent 3.2 [8]
glass fibre reinforced plastic, polyester resin, hand lay-up 6.1 kg market for glass fibre reinforced plastic, polyester resin, hand lay-up| glass fibre reinforced plastic, polyester resin, hand lay-up | APOS, U - GLO Ecoinvent 3.2 [8]
polyethylene, high density, granulate 11.4 kg market for polyethylene, high density, granulate | polyethylene, high density, granulate | APOS, U - GLO Ecoinvent 3.2 [8] provides HDPE at granulate grade.
polymer foaming 5.2 kg market for polymer foaming | polymer foaming | APOS, U - GLO Ecoinvent 3.2 [8]
silicon, electronics grade 1.0 kg market for silicon, electronics grade | silicon, electronics grade | APOS, U - GLO Ecoinvent 3.2 [8]
steel, low-alloyed 14.5 kg market for steel, low-alloyed | steel, low-alloyed | APOS, U - GLO It contains all the steel-based parts [8].
Output
Type III Hydrogen storage tank 258.0 l Hydrogen storage tank production 350 bar Reference output

Table 2.

Life Cycle Inventory of Type IV Hydrogen Storage Tank production [6].

Component Amount Unit Process Comments and Sources
Input
carbon fibre 27.0 kg market for ammonia, liquid | ammonia, liquid | APOS, U - RER Carbon fibre production [7]
514.9 kg market for electricity, low voltage | electricity, low voltage | APOS, U - IT Carbon fibre production [7]
67.4 kg market for propylene | propylene | APOS, U - GLO Carbon fibre production [7]
chromium steel pipe 4 kg chromium steel pipe production | chromium steel pipe | APOS, U - GLO Ecoinvent 3.2 [8]
glass fibre reinforced plastic, polyester resin, hand lay-up 4.6 kg market for glass fibre reinforced plastic, polyester resin, hand lay-up| glass fibre reinforced plastic, polyester resin, hand lay-up | APOS, U - GLO Ecoinvent 3.2 [8]
polyethylene, high density, granulate 8.0 kg market for polyethylene, high density, granulate | polyethylene, high density, granulate | APOS, U - GLO Ecoinvent 3.2 [8] provides HDPE at granulate grade.
polymer foaming 4.0 kg market for polymer foaming | polymer foaming | APOS, U - GLO Ecoinvent 3.2 [8]
silicon, electronics grade 1.0 kg market for silicon, electronics grade | silicon, electronics grade | APOS, U - GLO Ecoinvent 3.2 [8]
steel, low-alloyed 13.7 kg market for steel, low-alloyed | steel, low-alloyed | APOS, U - GLO It contains all the steel-based parts [8].
Output
Type IV Hydrogen storage tank 149.0 l Hydrogen storage tank production 700 bar Reference output

Table 3.

Life Cycle Inventory of a SHS equipped with M-B (LFP) LIBs.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 15.1 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
M-B (LFP) LIBs 438.2 kg Li-Ion battery pack production, LFP-C, modular, at plant (NTNU) Database imported from Ref. [10]
Output
Electricity 100.4 MWh Reference output

Table 4.

Life Cycle Inventory of a SHS equipped with Zack (LFP) LIBs.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 15.5 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Zack (LFP) LIBs 753.9 kg LFP-C type Li-Ion Battery, modular, at plant (Zackrisson, org.) Database imported from Ref. [10]
Output
Electricity 100.4 MWh Reference output

Table 5.

Life Cycle Inventory of a SHS equipped with Bauer (LTO) LIBs.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 14.9 market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Bauer (LTO) LIBs 734.7 kg Li-Ion Battery Pack production, LFP-TiO, modular (Bauer) Database imported from Ref. [10]
Output
Electricity 100.4 MWh Reference output

Table 6.

Life Cycle Inventory of a SHS equipped with Notter (LMO) LIBs.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 13.9 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Notter (LMO) LIBs 764.9 kg Li-ion battery, LMO-C, modular | cut-off, U (Notter/ecoinvent) - GLO Database imported from Ref. [10]
Output
Electricity 100.4 MWh Reference output

Table 7.

Life Cycle Inventory of a SHS equipped with Bauer (NCA) LIBs.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 13.9 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Bauer (NCA) LIBs 259.2 kg Li-Ion Battery Pack production, NCA-C, modular (Bauer) Database imported from Ref. [10]
Output
Electricity 100.4 MWh Reference output

Table 8.

Life Cycle Inventory of a SHS equipped with Ell (NCM) LIBs.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 13.2 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Ell (NCM) LIBs 376.8 kg Li-Ion battery pack production, NCM-C, modular (Ellingsen) Database imported from Ref. [10]
Output
Electricity 100.4 MWh Reference output

Table 9.

Life Cycle Inventory of a SHS equipped with M-B (NCM) LIBs.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 13.9 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
M-B (NCM) LIBs 268.9 kg Li-Ion battery pack production, NCM-C, modular, at plant (NTNU) Database imported from Ref. [10]
Output
Electricity 100.4 MWh Reference output

Table 10.

Life cycle inventory of a HNG-A.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 0.4 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Bauer (NCA) LIBs 259.2 kg Li-Ion Battery Pack production, NCA-C, modular (Bauer) Database imported from Ref. [10]
Type III Hydrogen storage tank 8.8 m3 Hydrogen storage tank production 350 bar Table 1
Compressor 0.4 Items air compressor production, screw-type compressor, 4kW | air compressor, screw-type compressor, 4kW | APOS, U - RER Ecoinvent 3.2 [8]
PEMFCs 2.5 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
PEMEs 2.8 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
Water 10.8 m3 water production, deionised, from tap water, at user | water, deionised, from tap water, at user | APOS, U - CH Ecoinvent 3.2 [8]
Output
Electricity 100.4 MWh Reference output
Compressed hydrogen 507.8 kg By-product

Table 11.

Life cycle inventory of a HNG-B.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 0.5 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Bauer (NCA) LIBs 259.2 kg Li-Ion Battery Pack production, NCA-C, modular (Bauer) Database imported from Ref. [10]
Type IV Hydrogen storage tank 4.5 m3 Hydrogen storage tank production 700 bar Table 2
Compressor 0.6 Items air compressor production, screw-type compressor, 4kW | air compressor, screw-type compressor, 4kW | APOS, U - RER Ecoinvent 3.2 [8]
PEMFCs 2.5 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
PEMEs 2.8 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
Water 10.8 m3 water production, deionised, from tap water, at user | water, deionised, from tap water, at user | APOS, U - CH Ecoinvent 3.2 [8]
Output
Electricity 100.4 MWh Reference output
Compressed hydrogen 470.6 kg By-product

Table 12.

Life cycle inventory of a HNG-C.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 0.4 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Bauer (NCA) LIBs 259.2 kg Li-Ion Battery Pack production, NCA-C, modular (Bauer) Database imported from Ref. [10]
Type III Hydrogen storage tank 8.8 m3 Hydrogen storage tank production 350 bar Table 1
Compressor 0.4 Items air compressor production, screw-type compressor, 4kW | air compressor, screw-type compressor, 4kW | APOS, U - RER Ecoinvent 3.2 [8]
PEMFCs 0.5 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
PEMEs 0.6 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
Water 10.8 m3 water production, deionised, from tap water, at user | water, deionised, from tap water, at user | APOS, U - CH Ecoinvent 3.2 [8]
Output
Electricity 100.4 MWh Reference output
Compressed hydrogen 507.8 kg By-product

Table 13.

Life cycle inventory of a HNG-D.

Component Amount Unit Process Comments and Sources
Input
PV panels 34.9 m2 market for photovoltaic panel, single-Si wafer | photovoltaic panel, single-Si wafer | APOS, U - GLO Ecoinvent 3.2 [8]
Is 2.5 Items market for inverter, 2.5kW | inverter, 2.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
CCs 27.5 kg charger production, for electric passenger car | charger, electric passenger car | APOS, U - GLO Ecoinvent 3.2 [8]
Wiring 3.5 kg cable production, unspecified | cable, unspecified | APOS, U - GLO Evaluation based on [11]
2.1 kg tube insulation production, elastomere | tube insulation, elastomere | APOS, U - DE Evaluation based on [11]
Backup Energy 0.5 MWh market for diesel, burned in diesel-electric generating set, 18.5kW | diesel, burned in diesel-electric generating set, 18.5kW | APOS, U - GLO Ecoinvent 3.2 [8]
Bauer (NCA) LIBs 259.2 kg Li-Ion Battery Pack production, NCA-C, modular (Bauer) Database imported from Ref. [10]
Type IV Hydrogen storage tank 4.5 m3 Hydrogen storage tank production 700 bar Table 2
Compressor 0.6 Items air compressor production, screw-type compressor, 4kW | air compressor, screw-type compressor, 4kW | APOS, U - RER Ecoinvent 3.2 [8]
PEMFCs 0.5 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
PEMEs 0.6 Items fuel cell production, polymer electrolyte membrane, 2kW electrical, future | fuel cell, polymer electrolyte membrane, 2kW electrical, future | APOS, U - CH Ecoinvent 3.2 [8]
Water 10.8 m3 water production, deionised, from tap water, at user | water, deionised, from tap water, at user | APOS, U - CH Ecoinvent 3.2 [8]
Output
Electricity 100.4 MWh Reference output
Compressed hydrogen 470.6 kg By-product

Table 14.

Life Cycle Inventory of a LIBs end of life based on Ecoinvent 3.2 [8] and Weber et al. [16].

Component Amount Unit Process Comments and Sources
Input
diesel, burned in building machine 0.1 MJ diesel, burned in building machine | diesel, burned in building machine | APOS, U - GLO Ecoinvent 3.2 [8]
electricity, medium voltage 10 Wh electricity voltage transformation from high to medium voltage | electricity, medium voltage | APOS, U - IT Ecoinvent 3.2 [8]
Iron scrap, sorted, pressed 0.3 kg market for iron scrap, sorted, pressed | iron scrap, sorted, pressed | APOS, U - GLO Ecoinvent 3.2 [8]
Used cable −70.5 g market for used cable | used cable | APOS, U - GLO Ecoinvent 3.2 [8]
treatment of used Li-ion battery, hydrometallurgical treatment −340.0 g treatment of used Li-ion battery, hydrometallurgical treatment | used Li-ion battery | APOS, U - GLO Ecoinvent 3.2 [8]
treatment of used Li-ion battery, pyrometallurgical treatment −340.0 g treatment of used Li-ion battery, pyrometallurgical treatment | used Li-ion battery | APOS, U - GLO Ecoinvent 3.2 [8]
waste electric and electronic equipment −31.0 g treatment of waste electric and electronic equipment, shredding | waste electric and electronic equipment | APOS, U - GLO Ecoinvent 3.2 [8]
waste plastic, consumer electronics −41.0 g treatment of waste plastic, consumer electronics, municipal incineration | waste plastic, consumer electronics | APOS, U - CH Ecoinvent 3.2 [8]
used battery 1.0 kg Reference input
Output
Cable, unspecified 7.1 g market for cable, unspecified | cable, unspecified | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]
Electronic scrap 31.0 g market for electronics scrap | electronics scrap | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]
Iron scrap, sorted, pressed 26.0 g gold-silver-zinc-lead-copper mining and beneficiation | iron scrap, sorted, pressed | APOS, U - CA-QC Avoided product Ecoinvent 3.2 [8]

Table 15.

Life Cycle Inventory of a PV end of life [17].

Component Amount Unit Process Comments and Sources
Input
aluminium scrap, post-consumer −182.7 kg market for aluminium scrap, post-consumer | aluminium scrap, post-consumer | APOS, U - GLO Ecoinvent 3.2 [8]
average incineration residue −2.0 kg treatment of average incineration residue, residual material landfill | average incineration residue | APOS, U - CH Ecoinvent 3.2 [8]
Copper 4.4 kg treatment of used cable | copper | APOS, U - GLO Ecoinvent 3.2 [8]
diesel, burned in building machine 41.0 MJ diesel, burned in building machine | diesel, burned in building machine | APOS, U - GLO Ecoinvent 3.2 [8]
electricity, medium voltage 113.6 kWh market for electricity, medium voltage | electricity, medium voltage | APOS, U - IT Ecoinvent 3.2 [8]
glass cullet, sorted 686.0 kg market for glass cullet, sorted | glass cullet, sorted | APOS, U - GLO Ecoinvent 3.2 [8]
lime, hydrated, loose weight 36.5 kg lime production, hydrated, loose weight | lime, hydrated, loose weight | APOS, U - CH Ecoinvent 3.2 [8]
limestone residue −306.1 kg treatment of limestone residue, inert material landfill | limestone residue | APOS, U - CH Ecoinvent 3.2 [8]
nitric acid, without water, in 50% solution state 7.1 kg nitric acid production, product in 50% solution state | nitric acid, without water, in 50% solution state | APOS, U - RER Ecoinvent 3.2 [8]
silicon carbide 34.7 kg treatment of spent sawing slurry from Si-wafer cutting | silicon carbide | APOS, U - RER Ecoinvent 3.2 [8]
sludge, pig iron production −50.3 kg treatment of sludge, pig iron production, residual material landfill | sludge, pig iron production | APOS, U - CH Ecoinvent 3.2 [8]
waste electric wiring −0.6 kg treatment of waste electric wiring, collection for final disposal | waste electric wiring | APOS, U - RoW Ecoinvent 3.2 [8]
waste glass −14.0 kg treatment of waste glass, inert material landfill | waste glass | APOS, U - CH Ecoinvent 3.2 [8]
waste plastic, mixture −51.0 kg treatment of waste plastic, mixture, municipal incineration | waste plastic, mixture | APOS, U - CH Ecoinvent 3.2 [8]
waste polyvinylfluoride −15.0 kg treatment of waste polyvinylfluoride, municipal incineration | waste polyvinylfluoride | APOS, U - CH Ecoinvent 3.2 [8]
Waste treatment PV 1000.0 kg Reference input
waste wire plastic, municipal incineration −5.0 kg treatment of waste wire plastic, municipal incineration | waste wire plastic | APOS, U - CH Ecoinvent 3.2 [8]
water, completely softened, from decarbonised water, at user | 309.7 kg water production, completely softened, from decarbonised water, at user | water, completely softened, from decarbonised water, at user | APOS, U - RER Ecoinvent 3.2 [8]
Output
Nitrogen oxides 2.0 kg
aluminium scrap, new 182.7 kg market for aluminium scrap, new | aluminium scrap, new | APOS, U - RER Avoided product Ecoinvent 3.2 [8]
copper scrap, sorted, pressed 4.4 kg market for copper scrap, sorted, pressed | copper scrap, sorted, pressed | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]
electricity, medium voltage 248.8 MJ electricity voltage transformation from high to medium voltage | electricity, medium voltage | APOS, U - IT Avoided product Ecoinvent 3.2 [8]
glass cullet 686.0 kg market for glass cullet, for Saint-Gobain ISOVER SA | glass cullet, for Saint-Gobain ISOVER SA | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]
heat, district or industrial, natural gas 502.8 MJ heat production, natural gas, at industrial furnace >100kW | heat, district or industrial, natural gas | APOS, U - Europe without Switzerland Avoided product Ecoinvent 3.2 [8]
silicon, metallurgical grade 34.7 kg market for silicon, metallurgical grade | silicon, metallurgical grade | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]

Table 16.

Life Cycle Inventory of Inverters and a Charge Controllers (adapted from Inverter) end of life [18].

Component Amount Unit Process Comments and Sources
Output
aluminium scrap, post-consumer −5.0 kg treatment of aluminium scrap, post-consumer, by collecting, sorting, cleaning, pressing | aluminium scrap, post-consumer | APOS, U - RER Ecoinvent 3.2 [8]
Copper 1.9 kg treatment of used cable | copper | APOS, U - GLO Ecoinvent 3.2 [8]
electronics scrap from control unit −0.9 kg treatment of electronics scrap from control units | electronics scrap from control units | APOS, U - RER Ecoinvent 3.2 [8]
Inverter/charge controller 1.0 Items Reference input
hazardous waste, for incineration −12.8 Wh treatment of hazardous waste, hazardous waste incineration | hazardous waste, for incineration | APOS, U - CH Ecoinvent 3.2 [8]
iron scrap, sorted, pressed 0.9 kg sorting and pressing of iron scrap | iron scrap, sorted, pressed | APOS, U - RER Ecoinvent 3.2 [8]
municipal solid waste −0.2 kg treatment of municipal solid waste, municipal incineration with fly ash extraction | municipal solid waste | APOS, U - CH Ecoinvent 3.2 [8]
used printed wiring boards −1.2 kg market for used printed wiring boards | used printed wiring boards | APOS, U - GLO Ecoinvent 3.2 [8]
waste paperboard −1.8 kg treatment of waste paperboard, municipal incineration | waste paperboard | APOS, U - CH Ecoinvent 3.2 [8]
waste polyethylene −11.5 g treatment of waste polyethylene, municipal incineration | waste polyethylene | APOS, U - CH Ecoinvent 3.2 [8]
wastewater, unpolluted −19.9 l treatment of wastewater, unpolluted, capacity 5E9l/year | wastewater, unpolluted | APOS, U - CH Ecoinvent 3.2 [8]
Output
aluminium, cast alloy 5.0 kg market for aluminium, cast alloy | aluminium, cast alloy | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]
Copper 1.9 kg market for copper | copper | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]
iron ore, crude ore, 46% Fe 0.9 kg market for iron ore, crude ore, 46% Fe | iron ore, crude ore, 46% Fe | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]

Table 17.

Life Cycle Inventory of a PEMFCs and PEMEs end of life [19].

Component Amount Unit Process Comments and Sources
Input
aluminium scrap, post-consumer −57.5 kg market for aluminium scrap, post-consumer | aluminium scrap, post-consumer | APOS, U - GLO Ecoinvent 3.2 [8]
copper −9.5 kg treatment of used cable | copper | APOS, U - GLO Ecoinvent 3.2 [8]
hazardous waste, for incineration −5.6 kg treatment of hazardous waste, hazardous waste incineration | hazardous waste, for incineration | APOS, U - CH Ecoinvent 3.2 [8]
inert waste, for final disposal −9.8 kg market for inert waste, for final disposal | inert waste, for final disposal | APOS, U - GLO Ecoinvent 3.2 [8]
scrap copper −2.5 kg market for scrap copper | scrap copper | APOS, U - GLO Ecoinvent 3.2 [8]
scrap steel −23.1 kg treatment of scrap steel, inert material landfill | scrap steel | APOS, U - CH Ecoinvent 3.2 [8]
slag from metallurgical grade silicon production −0.2 kg treatment of slag from metallurgical grade silicon production, inert material landfill | slag from metallurgical grade silicon production | APOS, U - CH Ecoinvent 3.2 [8]
waste aluminium −50.0 g treatment of waste aluminium, sanitary landfill | waste aluminium | APOS, U - CH Ecoinvent 3.2 [8]
Waste management 3kW FC 1 Items Reference input
waste plastic, industrial electronics −22.4 kg market for waste plastic, industrial electronics | waste plastic, industrial electronics | APOS, U - GLO Ecoinvent 3.2 [8]
Output
aluminium, cast alloy 58.6 kg market for aluminium, cast alloy | aluminium, cast alloy | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]
steel, unalloyed 140.2 kg market for steel, unalloyed | steel, unalloyed | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]

Table 18.

Life Cycle Inventory of platinum recovery process [20] from PEMFCs and PEMEs membranes.

Component Amount Unit Process Comments and Sources
Input
1-pentanol 620.0 kg hydroformylation of butene | 1-pentanol | APOS, U - RER Ecoinvent 3.2 [8]
ammonium chloride 26.6 kg market for ammonium chloride | ammonium chloride | APOS, U - GLO Ecoinvent 3.2 [8]
Phosphoryl chloride 36.6 kg phosphoryl chloride production | phosphoryl chloride | APOS, U - RER Cyanex production [20]
Solvent, organic 80.4 kg market for solvent, organic | solvent, organic | APOS, U - GLO Cyanex production [20]
hazardous waste −1.4 kg treatment of hazardous waste, hazardous waste incineration | hazardous waste, for incineration | APOS, U - CH Ecoinvent 3.2 [8]
hydrochloric acid, without water, in 30% solution state 284.0 kg tetrafluoroethane production | hydrochloric acid, without water, in 30% solution state | APOS, U - GLO Ecoinvent 3.2 [8]
hydrogen peroxide, without water, in 50% solution state 5.0 kg hydrogen peroxide production, product in 50% solution state | hydrogen peroxide, without water, in 50% solution state | APOS, U - RER Ecoinvent 3.2 [8]
sodium hydroxide, without water, in 50% solution state 74.0 kg market for sodium hydroxide, without water, in 50% solution state | sodium hydroxide, without water, in 50% solution state | APOS, U - GLO Ecoinvent 3.2 [8]
spent solvent mixture 737.0 kg clinker production | spent solvent mixture | APOS, U - CH Ecoinvent 3.2 [8]
Waste Pt 1.0 kg Reference input
wastewater, average −1.9 m3 treatment of wastewater, average, capacity 4.7E10l/year | wastewater, average | APOS, U - CH Ecoinvent 3.2 [8]
water, deionised, from tap water, at user 1900.0 kg water production, deionised, from tap water, at user | water, deionised, from tap water, at user | APOS, U - CH Ecoinvent 3.2 [8]
Output
Platinum 0.7 kg market for platinum | platinum | APOS, U - GLO Avoided product Ecoinvent 3.2 [8]

Table 19.

Life Cycle Inventory of carbon fibre recovery process [20] from Hydrogen Storage Tanks.

Component Amount Unit Process Comments and Sources
Input
acetic acid, without water, in 98% solution state 250.0 g market for acetic acid, without water, in 98% solution state | acetic acid, without water, in 98% solution state | APOS, U - GLO Ecoinvent 3.2 [8]
electricity, low voltage 1.0 kWh market for electricity, low voltage | electricity, low voltage | APOS, U - IT Ecoinvent 3.2 [8]
polymer foaming 200.0 g market for polymer foaming | polymer foaming | APOS, U - GLO Ecoinvent 3.2 [8]
waste carbon fibre 556.0 g Reference input
sodium hydroxide, without water, in 50% solution state 20.0 g market for sodium hydroxide, without water, in 50% solution state | sodium hydroxide, without water, in 50% solution state | APOS, U - GLO Ecoinvent 3.2 [8]
water, deionised, from tap water at user 750.0 g market for water, deionised, from tap water, at user | water, deionised, from tap water, at user | APOS, U - GLO Ecoinvent 3.2 [8]
Output
carbon fibre 300.0 g Avoided product Carbon fibre production [7]

2. Experimental design, materials, and methods

Data are represented in Tables divided in two sections: Inputs and Outputs.

  • The first column collects the Ecoinvent 3.2 reference flows;

  • The second column contains the amount of energy or material whose evaluation is based on the Nano-grid design and modelling as described in Ref. [1]. A negative number must be used in end of life processes because of the logic used by Ecoinvent in building these processes;

  • The third column contains the unit of measurement of inputs and outputs;

  • The fourth column contains the provider process for the flows;

  • The fifth column contains sources and comments. The whole inventory is based on Ecoinvent 3.2 but when a component is not available in the database, information has been gathered from scientific papers in the literature. Based on literature data, the inventory of the missing components has been built using Ecoinvent 3.2 [5]. Other comments specify if the flow represents a reference flow, which means that the provider is the process described it the table itself, or an avoided product to estimate the environmental benefits of recycling processes.

Table 1 represents the inventory for the manufacturing of a tank storing gaseous hydrogen at 350 bar (Type III).

Table 2 represents the inventory for the manufacturing of a tank storing gaseous hydrogen at 700 bar (Type IV).

Table 3 represents the inventory for a Solar Home System equipped with the lithium iron phosphates (LFP) batteries studied by Majeau-Bettez et al. [9] (M-B) whose inventory is provided by Peters and Weil [10].

Table 4 represents the inventory for a Solar Home System equipped with the lithium iron phosphates (LFP) batteries studied by Zackrisson et al. [12] (Zack) whose inventory is provided by Peters and Weil [10].

Table 5 represents the inventory for a Solar Home System equipped with the lithium titanate (LTO) batteries studied by Bauer [13] whose inventory is provided by Peters and Weil [10].

Table 6 represents the inventory for a Solar Home System equipped with the lithium manganese oxide (LMO) batteries studied by Notter et al. [14] whose inventory is provided by Peters and Weil [10].

Table 7 represents the inventory for a Solar Home System equipped with the lithium nickel cobalt aluminium (NCA) oxide batteries studied by Bauer [13] whose inventory is provided by Peters and Weil [10].

Table 8 represents the inventory for a Solar Home System equipped with the lithium nickel cobalt manganese oxide (NCM) batteries studied by Ellingsen et al. [15] (Ell) whose inventory is provided by Peters and Weil [10].

Table 9 represents the inventory for a Solar Home System equipped with the lithium nickel cobalt manganese (NCM) oxide batteries studied by Majeau-Bettez et al. [9] (M-B) whose inventory is provided by Peters and Weil [10].

Table 10 represents the inventory for a hybrid Nano-grid (HNG) equipped with the lithium nickel cobalt aluminium oxide (NCA) batteries studied by Bauer [13] whose inventory is provided by Peters and Weil [10] and with hydrogen storage. In this scenario (A) hydrogen is stored at 350 bar, produced by electrolysers powered by photovoltaics and converted to electricity by fuel cells whose lifespan is supposed to be 12.000 hours.

Table 11 represents the inventory for a hybrid Nano-grid (HNG) equipped with the lithium nickel cobalt aluminium (NCA) oxide batteries studied by Bauer [13] whose inventory is provided by Peters and Weil [10] and with hydrogen storage. In this scenario (B) hydrogen is stored at 700 bar, produced by electrolysers powered by photovoltaics and converted to electricity by fuel cells whose lifespan is supposed to be 12.000 hours.

Table 12 represents the inventory for a hybrid Nano-grid (HNG) equipped with the lithium nickel cobalt aluminium oxide (NCA) batteries studied by Bauer [13] whose inventory is provided by Peters and Weil [10] and with hydrogen storage. In this scenario (C) hydrogen is stored at 350 bar, produced by electrolysers powered by photovoltaics and converted to electricity by fuel cells whose lifespan is supposed to be 60.000 hours.

Table 13 represents the inventory for a hybrid Nano-grid (HNG) equipped with the lithium nickel cobalt aluminium oxide (NCA) batteries studied by Bauer [13] whose inventory is provided by Peters and Weil [10] and with hydrogen storage. In this scenario (B) hydrogen is stored at 700 bar, produced by electrolysers powered by photovoltaics and converted to electricity by fuel cells whose lifespan is supposed to be 60.000 hours.

Table 14 represents the inventory for a generic lithium-ion battery end of life management, where part of the materials is recovered [16].

Table 15 represents the inventory for a crystalline photovoltaic (PV) panel end of life management where part of the materials is recovered [17].

Table 16 represents the inventory for an inverter end of life management where part of the materials is recovered [18]. As no inventory for charge controllers end of life management is available in the literature, this component has been approximated to an inverter as both are electric converters composed of many other small electronic sub-components.

Table 17 represents the inventory for proton exchange membrane electrolysers (PEMEs) and fuel cells (PEMFCs) end of life management, electrochemical devices composed of the same materials that are partially recovered [19].

Table 18 represents the inventory for platinum recovery from PEMEs and PEMFCs membranes as, even if the use of this rare material could be impactful for the environment, it was not considered in Ref. [19].

Table 19: as no inventory exists for hydrogen storage tanks end of life management, a recovering process has been considered for carbon fibre, representing the most weighting material of the tanks.

Funding

This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.

Acknowledgments

Authors acknowledge MIUR Grant - Department of Excellence 2018–2022. FR is grateful for the Ph.D. grant within the “Progetto Pegaso” funded by Regione Toscana.

Conflict of Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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