| Literature DB >> 31293294 |
Fulvio Ardente1, Laura Talens Peiró1,2, Fabrice Mathieux1, Davide Polverini3.
Abstract
Although the importance of reusing products has been stated frequently, both in legislation and by academics, the scientific literature does not provide comprehensive and systematic methods of assessing the reuse of a generic product from an environmental point of view. Moreover, the definitions of reuse provided in the literature and legislation are not always consistent. This article introduces an original classification of different types of reuse, including some suggested definitions. It then focuses on remanufacturing, a type of reuse in which a used product (or its components) is returned to at least its original performance level. The article describes the development of a method for assessing, from a life-cycle perspective, the potential environmental benefits of remanufacturing energy-related products. The method includes several novel aspects: it helps to analyse possible trade-offs between potential environmental impacts and energy efficiency; it allows the independent modelling of some parameters that influence product reuse; and it can be applied even at the early stages of the design process, when some specifications may not yet have been defined. The environmental impacts of a product's life-cycle stages are used as input parameters for the assessment. The method is then applied to an enterprise server, a case-study product for which remanufacturing is a current market practice. A sensitivity analysis is included to check how uncertainties could affect the overall results. The results of the case study show that remanufactured servers, even those that are less energy efficient, can have lower environmental impacts than new ones. For example, reusing some components (e.g. hard disk drives and memory cards) is environmentally beneficial even if the remanufactured server consumes up to 7% more energy than a newly manufactured server. The case study also demonstrates how the method proposed could be used in the context of product policy discussions.Entities:
Keywords: Ecodesign; Energy related product (ErP); Enterprise servers; Life cycle assessment (LCA); Resource efficiency; Reuse
Year: 2018 PMID: 31293294 PMCID: PMC6588227 DOI: 10.1016/j.jclepro.2018.07.012
Source DB: PubMed Journal: J Clean Prod ISSN: 0959-6526 Impact factor: 9.297
Fig. 1Classification and definitions of types of reuse (European Council, 2006).
Fig. 2System boundary of the considered scenarios: scenario A, base-case manufacturing (in which all components of the products are newly manufactured); and scenario B, remanufacturing (in which some components of the products are reused from other products).
Symbols and equations for the calculation of impacts in the base-case and remanufacturing scenarios.
| Potential environmental impact of the life cycle of product “A” relative to impact category “j” (per unit of mass). | |
| Potential environmental impact of the life cycle of product “B” relative to impact category “j” (per unit of mass). | |
PA,j = potential environmental impact from producing components of product “A” (base-case scenario); Ii,j = potential environmental impact from producing the ith component, relative to the impact category “j” (per unit of mass); nA = number of components of product A. | |
PB,j = potential environmental impact from producing new components of product “B” (remanufacturing scenario); Ii,j = potential environmental impact from producing the ith component, relative to impact category “j” (per unit of mass); nB = number of new components in product B. | |
| Potential environmental impact, relative to the impact category “j”, resulting from the reuse of components for the remanufacturing scenario. Reused components are extracted from other products (during some stages of their life cycles) and are used as inputs for the remanufacturing of product “B”. | |
| Potential environmental impact from manufacturing product “A” and product “B”, relative to impact category “j”. | |
OA,j = potential environmental impact from operating product “A”, relative to impact category “j”; UA,j = potential environmental impact from using product “A”, relative to impact category “j”; REPA,j = potential environmental impact from repair and maintenance during the operation of product “A”, relative to impact category “j”. | |
eA = yearly energy consumption of product “A” during use [MJ/year]; Ie,j = potential environmental impact per unit of energy (relative to impact category “j”) [impact/MJ]; lA = life of product A [years]. | |
OB = potential environmental impact from operating product “B”, relative to impact category “j”; UB = potential environmental impact from using product “B”, relative to impact category “j”; REPB,j = potential environmental impact from repair and maintenance during the operation of product “B”, relative to impact category “j”. | |
eB = yearly energy consumption of product “B” during use [MJ/year]; Ie,j = potential environmental impact per unit of energy (for impact category “j”) [impact/MJ]; lB = life of product “B” [years]. | |
| Potential environmental impact of the end of life of products “A” and “B”, relative to impact category “j”. |
Technical description of the server under study (BIO Intelligence Service and Fraunhofer IZM, 2015).
| Technical description | |
|---|---|
| Manufacturing year | 2012 |
| Number of central processing units (CPUs) | 2 CPU socket (Intel E5-26XX), typical configuration according to Server Efficiency Rating Tool (SERT) (average 2.3 GHz) |
| Number of fans | 4 (4–5 W at 25–50% load and 12–15 Watt per fan at maximum load or higher temperatures (30 °C)) |
| Number of hard disk drives (HDDs) | 4 |
| Number of power supply units (PSUs) | 2 × 400 W (AC/DC) |
| Power consumption according to SERT | idle: 150 W/25% Load 200 W |
| Power consumption/year | 1661 kWh |
| Use | 5 h at idle + 19 h at 25%load * 365 days |
| Infrastructure Overhead | Power usage effectiveness (PUE): 2.0 |
Bill of materials of the case-study server.
| Component | Details/materials | Mass (g) | Component | Details/materials | Mass (g) |
|---|---|---|---|---|---|
| Chassis | Steel | 12 265 | Main board | Controller board (various material) | 1667 |
| Plastics (ABS) | 348 | ||||
| Plastics (PC) | 282 | 2 power supply units | Various materials | 3426 | |
| Aluminium | 249 | Expansion card/other | Printed circuit board (PCB) (various materials) | 349 | |
| Copper | 179 | Cables | Brass | 7 | |
| PCB | 131 | Copper | 81 | ||
| 4 fans | Various | 946 | Zinc | 96 | |
| 4 HDDs | Various | 1748 | Plastics (HDPE) | 104 | |
| Optical disk drive | Low-alloy steel | 115 | Plastics (PVC) | 145 | |
| Copper | 7 | PUR | 2 | ||
| Aluminium | 1 | Synthetic rubber | 35 | ||
| Plastics (HDPE) | 28 | 2 central power units (CPU) | Various materials | 54 | |
| Plastics (ABS) | 12 | Heat pipes for CPUs | Low-alloy steel | 140 | |
| Plastics (PC) | 7 | Copper | 442 | ||
| Printed circuit board (PCB) (various materials) | 19 | Memory | Printed circuit board (PCB) (various materials) | 135 | |
| Packaging | Cardboard | 3629 | |||
| Batteries | CR2032 (button) | 1.6 | Plastics (HDPE and other) | 78 | |
| Lithium ion (prismatic) | 43 | Plastics (GPPS/Styrofoam) | 1026 | ||
ABS: acrylonitrile butadiene styrene; HDPE: high-density polyethylene; PC: polycarbonate; PUR: polyurethane; PVC: polyvinyl chloride.
Assumptions when calculating the environmental impacts of a server's life cycle in the base case (scenario A).
| Life-cycle stage | Assumptions |
|---|---|
| Manufacturing | The environmental impacts of raw materials and the components used in the server were derived from the GaBi and Ecoinvent databases ( |
| Assembly | Energy used in assembling the components in a server and checking its operability is estimated to be 6.5 kWh ( |
| Transport | Overall transport distance of 20 500 km (19 000 km by a container ship; 1400 km by 22-tonne lorry) |
| Use phase | Lifetime is 4 years at 365 days of active utilisation per year The annual power consumption is 1661 kWh Use pattern: 5 h in idle mode (the server is not asleep, but no applications are running); 19 h at 25% load (executing tasks with a CPU load of 25%) |
| End of life | Wasted servers are collected by specialised recyclers, and transported 200 km by lorry to the recycling facility Servers are manually pre-processed to extract some parts as required by waste legislation. The environmental impact of the manual disassembly is considered negligible Then, using the recycling technologies on site, servers are shredded and various materials are sorted and recovered. Plastics obtained after shredding are incinerated (with energy recovery), while the recovered metals are used for secondary raw material production. The electricity for shredding and sorting is estimated to be 65.6 kWh per tonne of waste (Huisman, 2003) |
Summary of the environmental impacts of the life cycle of the case-study server in the base case (scenario A).
| Environmental impact categories | Potential environmental impact of the server | |||
|---|---|---|---|---|
| Manufacturing | Use | EoL | Units | |
| Abiotic depletion potential (elements) | 0.11 | 0.001 | −0.07 | [kg Sb-eq.] |
| Acidification midpoint | 6.12 | 9.60 | −2.4 | [Mole H+ eq.] |
| Climate change midpoint (excluding biogenic carbon) | 858.3 | 3077.2 | −58.9 | [kg CO2-eq.] |
| Ecotoxicity: freshwater | 1141.8 | 86.4 | −745.7 | [CTUe] |
| Eutrophication: freshwater | 0.03 | 0.01 | −0.02 | [kg P eq] |
| Eutrophication: marine | 0.04 | 0.19 | −4.8E-03 | [kg N-eq.] |
| Eutrophication: terrestrial | 9.71 | 18.93 | −1.5 | [Mole N eq.] |
| Human toxicity, cancer effects | 1.72E-05 | 2.54E-06 | −3.0E-06 | [CTUh] |
| Human toxicity, non-cancer effects | 8.30E-05 | 6.48E-05 | −2.3E-05 | [CTUh] |
| Ionising radiation, human health | 42.2 | 1300.3 | −8.3 | [kBq U235 eq] |
| Ozone depletion | 7.00E-06 | 2.18E-06 | −3.5E-06 | [kg CFC-11 eq] |
| Particulate matter/respiratory inorganics | 0.7 | 0.5 | −0.13 | [kg PM2.5-eq.] |
| Photochemical ozone formation, human health | 2.7 | 5.0 | −0.47 | [kg NMVOC] |
| Primary energy demand (from fossil and renewable sources) | 12 724.0 | 71 500.5 | −696.4 | [MJ] |
| Resource depletion (water) | 10.0 | 33.8 | −27.12 | [m³ eq.] |
Reused parts of server and reuse rates (adapted from Re-Tek, 2015).
| Component | Mass (g) | Reuse rate (%) | Component | Mass (g) | Reuse rate (%) |
|---|---|---|---|---|---|
| HDDs | 1750 | 47.7 | Mainboard | 1662 | 2.7 |
| Memory cards | 135 | 40.1 | Raid card | 5.2 | 2.1 |
| Processors (CPUs) | 54 | 5.2 | Chassis (frames) | 13 454 | 1.4 |
| Power supply | 3426 | 5.0 | Expansion card/graphic card | 349 | 0.7 |
Potential environmental impact of manufacturing components more frequently reused in servers.
| Environmental impact category | Potential environmental impact of parts more frequently reused from servers | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| HDD | Memory cards | Processor (CPU) | Power supply | Main board | Raid card | Chassis (frame) | Expansion card/graphic card | Units | |
| Abiotic depletion potential (elements) | 1.1E-02 | 1.3E-02 | 2.8E-02 | 4.3E-03 | 2.9E-02 | 2.3E-05 | 4.7E-03 | 7.8E-03 | [kg Sb-eq.] |
| Acidification midpoint | 6.3E-01 | 9.8E-01 | 1.5E+00 | 1.8E-01 | 1.5E+00 | 2.2E-03 | 4.6E-01 | 3.6E-01 | [Mole H+ eq.] |
| GWP | 8.3E+01 | 1.4E+02 | 2.0E+02 | 3.4E+01 | 2.1E+02 | 3.7E-01 | 9.9E+01 | 5.0E+01 | [kg CO2-eq.] |
| Ecotoxicity: freshwater | 4.2E+01 | 3.8E+01 | 5.2E+01 | 3.3E+01 | 8.2E+02 | 1.1E-01 | 7.5E+01 | 1.3E+01 | [CTUe] |
| Eutrophication: freshwater | 1.2E-03 | 3.0E-04 | 1.5E-04 | 4.5E-04 | 2.0E-02 | 5.0E-06 | 1.2E-03 | 2.0E-04 | [kg P eq] |
| Eutrophication: marine | 3.8E-03 | 6.9E-03 | 7.1E-03 | 2.2E-03 | 1.5E-02 | 3.1E-05 | 2.0E-03 | 3.1E-03 | [kg N-eq.] |
| Eutrophication: terrestrial | 1.0E+00 | 1.6E+00 | 2.0E+00 | 3.2E-01 | 2.3E+00 | 4.6E-03 | 8.2E-01 | 5.5E-01 | [Mole N eq.] |
| Human toxicity, cancer effects. | 1.3E-06 | 2.6E-06 | 3.9E-06 | 6.4E-07 | 4.2E-06 | 4.1E-09 | 2.9E-06 | 7.7E-07 | [CTUh] |
| Human toxicity, non-cancer effects | 6.8E-06 | 1.1E-05 | 1.5E-05 | 4.2E-06 | 3.2E-05 | 2.9E-08 | 6.3E-06 | 4.2E-06 | [CTUh] |
| Ionising radiation | 5.2E+00 | 6.7E+00 | 1.1E+01 | 1.2E+00 | 9.3E+00 | 8.7E-03 | 2.0E+00 | 2.4E+00 | [kBq U235 eq] |
| Ozone depletion | 6.4E-07 | 3.6E-08 | 4.9E-08 | 5.9E-07 | 1.6E-07 | 3.1E-11 | 4.9E-06 | 1.1E-08 | [kg CFC-11 eq] |
| Particulate matter | 6.3E-02 | 1.0E-01 | 1.5E-01 | 3.4E-02 | 2.2E-01 | 4.0E-04 | 3.8E-02 | 4.6E-02 | [kg PM2,5-eq.] |
| Photochemical ozone formation | 2.8E-01 | 4.3E-01 | 5.9E-01 | 9.2E-02 | 6.4E-01 | 1.2E-03 | 2.6E-01 | 1.5E-01 | [kg NMVOC] |
| Primary energy (fossil + renewable) | 1.3E+03 | 2.3E+03 | 3.3E+03 | 4.2E+02 | 3.2E+03 | 5.4E+00 | 5.7E+02 | 7.7E+02 | [MJ] |
| Resource depletion (water) | 1.2E+00 | 6.3E-01 | 1.1E+00 | 2.1E-01 | 2.5E+00 | 1.9E-03 | 2.1E-01 | 2.6E-01 | [m³ eq.] |
Environmental assessment of remanufacturing scenarios.
| Remanufacturing scenario | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| B.1 reused: HDDs and memory cards | B.2 reused: HDDs, memory cards, CPU, mainboard | ||||||||
| ΔP | U | δ | ΔP | U | δ | ||||
| Abiotic depletion potential (elements) | [kg Sb-eq.] | 2.4E-02 | 1.2E-04 | 1.0E-03 | 8.0E-02 | 4.0E-04 | 1.0E-03 | ||
| Acidification midpoint | [Mole H+ eq.] | 1.6E+00 | 8.1E-03 | 9.6E+00 | 1.17 | 4.7E+00 | 2.3E-02 | 9.6E+00 | |
| GWP | [kg CO2-eq.] | 2.2E+02 | 1.1E+00 | 3.1E+03 | 1.07 | 6.3E+02 | 3.2E+00 | 3.1E+03 | 1.20 |
| Ecotoxicity: freshwater | [CTUe] | 8.0E+01 | 4.0E-01 | 8.6E+01 | 9.5E+02 | 4.8E+00 | 8.6E+01 | ||
| Eutrophication: freshwater | [kg P eq] | 1.5E-03 | 7.4E-06 | 6.4E-03 | 1.23 | 2.2E-02 | 1.1E-04 | 6.4E-03 | |
| Eutrophication: marine | [kg N-eq.] | 1.1E-02 | 5.3E-05 | 1.9E-01 | 1.05 | 3.2E-02 | 1.6E-04 | 1.9E-01 | 1.17 |
| Eutrophication: terrestrial | [Mole N eq.] | 2.6E+00 | 1.3E-02 | 1.9E+01 | 1.14 | 6.9E+00 | 3.5E-02 | 1.9E+01 | |
| Human toxicity: cancer effects | [CTUh] | 3.9E-06 | 1.9E-08 | 2.5E-06 | 1.2E-05 | 6.0E-08 | 2.5E-06 | ||
| Human toxicity: non-cancer effects | [CTUh] | 1.7E-05 | 8.7E-08 | 6.5E-05 | 1.27 | 6.4E-05 | 3.2E-07 | 6.5E-05 | |
| Ionising radiation | [kBq U235 eq] | 1.2E+01 | 6.0E-02 | 1.3E+03 | 1.01 | 3.3E+01 | 1.6E-01 | 1.3E+03 | 1.02 |
| Ozone depletion | [kg CFC-11 eq] | 6.7E-07 | 3.4E-09 | 2.2E-06 | 8.8E-07 | 4.4E-09 | 2.2E-06 | ||
| Particulate matter | [kg PM2,5-eq.] | 1.6E-01 | 8.2E-04 | 5.2E-01 | 5.4E-01 | 2.7E-03 | 5.2E-01 | ||
| Photochemical ozone formation | [kg NMVOC] | 7.2E-01 | 3.6E-03 | 5.0E+00 | 1.14 | 1.9E+00 | 9.7E-03 | 5.0E+00 | |
| Primary energy (fossil + renewable) | [MJ] | 3.6E+03 | 1.8E+01 | 7.2E+04 | 1.05 | 1.0E+04 | 5.0E+01 | 7.2E+04 | 1.14 |
| Resource depletion (water) | [m³ eq.] | 1.8E+00 | 9.0E-03 | 3.4E+01 | 1.05 | 5.4E+00 | 2.7E-02 | 3.4E+01 | 1.16 |
* Values > 1.3 are highlighted in bold. These relate to the impact categories for which the benefits of remanufacturing are outstanding.
Environmental assessment of remanufacturing scenarios (B.1 and B.2) taking into account downcycling factors (ki).
| Remanufacturing scenario | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| B.1 reused: HDDs and memory cards | B.2 reused: HDDs, memory cards, CPU, mainboard | ||||||||
| k1 = 1 | k1 = 0.8 | k1 = 0.9 | k1 = 1 k2 = 1 | k1 = 0.8 k2 = 0.4 | k1 = 0.8 k2 = 0.7 | k1 = 0.9 k2 = 0.4 | k1 = 0.9 k2 = 0.7 | ||
| Abiotic depletion potential (elements) | [kg Sb-eq.] | 24.51 | 19.78 | 22.15 | 80.74 | 42.11 | 59.06 | 28.58 | 35.04 |
| Acidification midpoint | [Mole H+ eq.] | 1.17 | 1.13 | 1.15 | 1.48 | 1.26 | 1.35 | 1.17 | 1.21 |
| GWP | [kg CO2-eq.] | 1.07 | 1.06 | 1.06 | 1.20 | 1.11 | 1.15 | 1.07 | 1.08 |
| Ecotoxicity: freshwater | [CTUe] | 1.92 | 1.74 | 1.83 | 12.00 | 5.74 | 8.77 | 2.20 | 2.49 |
| Eutrophication: freshwater | [kg P eq] | 1.23 | 1.18 | 1.21 | 4.40 | 2.44 | 3.40 | 1.46 | 1.57 |
| Eutrophication: marine | [kg N-eq.] | 1.05 | 1.04 | 1.05 | 1.17 | 1.09 | 1.12 | 1.05 | 1.06 |
| Eutrophication: terrestrial | [Mole N eq.] | 1.14 | 1.11 | 1.12 | 1.37 | 1.20 | 1.27 | 1.14 | 1.17 |
| Human toxicity, cancer effects | [CTUh] | 2.52 | 2.22 | 2.37 | 5.69 | 3.47 | 4.43 | 2.32 | 2.63 |
| Human toxicity, non-cancer effects | [CTUh] | 1.27 | 1.21 | 1.24 | 1.98 | 1.50 | 1.71 | 1.27 | 1.33 |
| Ionising radiation | [kBq U235 eq] | 1.01 | 1.01 | 1.01 | 1.02 | 1.01 | 1.02 | 1.01 | 1.01 |
| Ozone depletion | [kg CFC-11 eq] | 1.31 | 1.24 | 1.28 | 1.40 | 1.28 | 1.31 | 1.76 | 1.93 |
| Particulate matter | [kg PM2,5-eq.] | 1.3 | 1.3 | 1.3 | 2.0 | 1.5 | 1.8 | 1.3 | 1.4 |
| Photochemical ozone | [kg NMVOC] | 1.14 | 1.11 | 1.13 | 1.38 | 1.21 | 1.28 | 1.14 | 1.18 |
| Primary energy (fossil + renewable) | [MJ] | 1.05 | 1.04 | 1.04 | 1.14 | 1.08 | 1.10 | 1.04 | 1.06 |
| Resource depletion (water) | [m³ eq.] | 1.05 | 1.04 | 1.05 | 1.16 | 1.08 | 1.12 | 1.09 | 1.11 |
Environmental assessment of remanufacturing scenarios (B.1 and B.2), taking into account different values of the impacts from remanufacturing processes (PRE).
| Remanufacturing scenario | |||||||
|---|---|---|---|---|---|---|---|
| B.1: reused HDDs and memory cards | B.2: reused HDDs, memory cards, CPU, mainboard | ||||||
| PRE = 0.5% | PRE = 0.2% | PRE = 10% | PRE = 0.5% | PRE = 0.2% | PRE = 10% | ||
| Abiotic depletion potential (elements) | [kg Sb-eq.] | 24.51 | 24.58 | 22.27 | 80.74 | 80.98 | 73.13 |
| Acidification midpoint | [Mole H+ eq.] | 1.17 | 1.17 | 1.15 | 1.48 | 1.48 | 1.44 |
| GWP | [kg CO2-eq.] | 1.07 | 1.07 | 1.06 | 1.20 | 1.20 | 1.18 |
| Ecotoxicity: freshwater | [CTUe] | 1.92 | 1.92 | 1.83 | 12.00 | 12.03 | 10.95 |
| Eutrophication: freshwater | [kg P eq] | 1.23 | 1.23 | 1.21 | 4.40 | 4.41 | 4.08 |
| Eutrophication: marine | [kg N-eq.] | 1.05 | 1.05 | 1.05 | 1.17 | 1.17 | 1.15 |
| Eutrophication: terrestrial | [Mole N eq.] | 1.14 | 1.14 | 1.12 | 1.37 | 1.37 | 1.33 |
| Human toxicity, cancer effects | [CTUh] | 2.52 | 2.53 | 2.38 | 5.69 | 5.70 | 5.24 |
| Human toxicity, non-cancer effects | [CTUh] | 1.27 | 1.27 | 1.24 | 1.98 | 1.98 | 1.89 |
| Ionising radiation | [kBq U235 eq] | 1.01 | 1.01 | 1.01 | 1.02 | 1.03 | 1.02 |
| Ozone depletion | [kg CFC-11 eq] | 1.31 | 1.31 | 1.28 | 1.40 | 1.40 | 1.36 |
| Particulate matter | [kg PM2,5-eq.] | 1.3 | 1.3 | 1.3 | 2.0 | 2.0 | 1.9 |
| Photochemical ozone | [kg NMVOC] | 1.14 | 1.14 | 1.13 | 1.38 | 1.39 | 1.35 |
| Primary energy (fossil + renewable) | [MJ] | 1.05 | 1.05 | 1.04 | 1.14 | 1.14 | 1.13 |
| Resource depletion (water) | [m³ eq.] | 1.05 | 1.05 | 1.05 | 1.16 | 1.16 | 1.14 |