LIFE CYCLE ANALYSIS OF THREE POLYSTYRENE WASTE SCENARIOS - DIVA
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Life Cycle Analysis of three polystyrene waste scenarios Biodegradation by mealworms as an alternative to incineration or recycling of polystyrene waste? Laurens Post Bachelor Thesis Environmental Science 15 ECTS Spring semester 2020 Supervisor: Jenny Zimmerman Examiner: Erik Grönlund
List of abbreviations EU = European Union FTI = Förpacknings och Tidnings Insamlingen GWP = Global Warming Potential ISO = International Standard Organisation LCA = Life Cycle Analysis MIUN = Mid Sweden University PS = Polystyrene 3
Abstract In this research three waste scenario’s for polystyrene plastic are analysed and compared from an environmental perspective. Incineration, recycling and biodegradation by mealworms (Tenebrio Monitor Linnaeus) of polystyrene are to be compared through a gate to grave Life Cycle Analysis. This LCA is conducted through the International Standard Organisation, 14040 Standard. The biodegradation facility is non existing and based on assumption backed up by peer reviewed literature. Incineration and recycling are based on facts and figures from national authorities and supplemented and peer reviewed literature. All three processes are analysed using IPCC Global Warming Potential (GWP) 2013 GWP 100a & 1.03 ReCipe 2016 Midpoint (H) 1.02 within SimaPro 9. Results show that the biodegradation of polystyrene by mealworms is inferior to the two already existing methods of recycling and incineration from an environmental perspective. The environmental preference of recycling or incineration cannot be clearly defined. From an energy perspective (GWP) recycling is highly preferred over incineration. From ReCiPe 2016 methods incineration is highly favourable compared to most impact categories. However results are not likely to represent realistic values valid today due to lack of (accurate) data within this LCA. It is unlikely that without supplemented data results from this research can be used in any form. Nevertheless this lack of information shows the need for further investigation on biodegradation by mealworms. Keywords: Polystyrene, Waste management, Recycling, Incineration, Biodegradation, Mealworms, Life Cycle Analysis. 4
Table of content List of abbreviations 3 Abstract 4 Introduction 7 Background 7 Method 10 ISO 14040 Standard 10 Delimitation 11 Scope 11 System boundaries 11 Functional Unit 11 Lifecycle of a mealworm 12 Data collection 12 Databases 12 Inventory analysis 13 Data analysis 13 Impact categories 14 Classification 14 IPCC GWP 2013 GWP 100a 1.03 14 ReCipe 2016 Midpoint (H) 1.02 14 LCA within IMRaD model 15 Results 16 Life cycle of three waste scenarios 16 Incineration 17 Recycling 18 Biodegradation by mealworms 19 Life cycle analysis 21 Global Warming Potential 21 Incineration of polystyrene 22 Recycling of polystyrene 23 Biodegradation of polystyrene by mealworms 24 Environmental impact three waste scenarios 25 Incineration of polystyrene 25 Recycling of polystyrene 26 Biodegradation of polystyrene by mealworms 27 Comparison of Environmental impact Polystyrene waste scenarios 28 Discussion 29 Method 29 Environmental Impact 30 Future perspective 31 Conclusion 32 5
References 33 Appendix 37 Appendix I 37 Appendix II 37 Appendix III 37 Appendix IV 38 Appendix V 38 6
Introduction Background In 2015 Yang et al. published a two part research paper investigation the biodegradation of polystyrene (PS) by mealworms (Tenebrio Monitor Linnaeus). Mealworms are larvae from the mealworm beetle. Commonly PS is seen as a non biodegradable plastic because of its molecular weight and stable structure. (Gautam et al. 2007) Yang et al 2015 (I) found that mealworms fed with a PS diet did not differ in mortality and growth rate from those fed with a normal diet of bran over a period of one month. Second part of the study by Yang et al. 2015 (II) indicate the mechanisms behind the biodegradability of mealworms. Inside the gut of the mealworms bacteria play the essential role which makes it feasible to degrade PS. As a result Yangs papers more research on biodegradation of PS by mealworms started to be appear. Yang et al. 2017 looked at factors that effect biodegradation rate such as temperature and feed type. Interestingly this research concluded that mealworms fed on PS and bran are able to complete their whole life-cycle. This shows potential for further research in the biodegradation of PS by mealworms. Creating a product like PS creates a waste stream contribution to the already existing problem of plastic waste. Virgin plastic made for single use only is made 100% from fossil resources making it unfavourable for a sustainable future. In 1950 1.5 million tonnes of plastic were produced world wide whereas in 2015 322 million tonnes of plastic was produced. In the European Union 39% of plastic waste ends up as energy recovery, 31% ends up in landfill and 30% is recycled. The biggest attributor to this is plastic packaging, making up 40% of total waste from this sector. (European Parliament 2018) One of these packaging plastics is PS. This thermoplastic polymer is used in the food service and protective packaging industry. (Encyclopaedia Britannica n.d.) Commercially know as styrofoam in USA or frigolit in Sweden.1 This product is allocated for around 6.5% of the total market for plastic in Europe. (Plastic Europe 2018) Thus an annual production of 21 million tonnes which has to managed for its waste. With an increasing waste of plastic, managing of this product in the most sustainable way is of great importance. Within Sweden (and most European countries) there are four different waste options, material recycling, biodegradation, energy recovery and landfill, available. Energy recovery (incineration) is the most likely option in Sweden with around 50% of the total waste being burnt. The percentage for material recycling is estimated at 40% and for biological treatment around 10%. Landfill accounts for less than 1% (Avfall Sverige 2018) 1 Polystyrene can be found under the Swedish name of ‘frigolit’. Frigolit would translate back as Expanded Polystyrene (EPS) to English. However frigolit is also seen as, food packaging made by PS, which in English would be translated to as EP . For that reason, PS in Sweden would be by using the term frigolit. 7
A mini review published in Waste Management & Research from 2017 looked at the challenges and opportunities of biodegradable plastics. In this paper PS is categorised once more as non biodegradable. (Rujnic-Sokele & Philipovic 2017) This literate review from 2017 does not provide the actual picture present in 2020 research. Implementations of this process are furthermore missing in society. Take for example Östersund, Sweden. In the guidelines provided by this municipality there are two ways of sorting PS waste. Smaller products of PS are sorted into ‘Plastförpackningar’, plastic packaging. Which would go to recycling centres. Big plastic packaging of PS are to be sorted in plastic to be burned, ‘Plast till förbränning’. (Sopsortingsguiden 2018) The latter is located at the local recycling centres, not directly at the residential areas waste facilities. (Östersund Kommun n.d.) According to Förpacknings och Tidnings Insamlingen (FTI) all PS should be disposed of in the container for plastic as provided in residential buildings. (FTI 2020) Furthermore Avfall Sverige stated in their report that ‘the recycling levels are high for paper and glass, while material recycling of plastics, is lower.‘ (Avfall Sverige 2018) Directives here are slightly contradicting and technical feasibility unclear which would mean PS are likely to end up into two waste scenario streams, incineration or recycling. What currently is missing is an environmental performance of PS waste scenarios, incinerating (for district heating) and recycling, in the form of a life cycle analysis (LCA). Scientific research focussing on mealworms are present, for example in the form of a LCA. This type of study compares and analyses any implementation of mealworms within the scientific world on an environmental base. For example, a laboratory study from the Netherlands did a LCA where greenhouse gas production, energy use and land use of mealworm production was quantified and compared to traditional sources of animal protein. Results from this assessment show that traditional sources of protein, milk, chicken, pork or beef results in higher greenhouse gas emissions and land use but similar amount of energy. (Oonicx & de Boer 2012) Another study conducted a preliminary LCA focussing on the Global Warming potential (GWP) for the use of mealworms as feed stock. (Joensuu & Silvenius 2017) What currently is missing in published scientific writing is a LCA that looks at the implementation of mealworms to biodegrade polystyrene. A literature review conducted by Marten & Hicks in 2018 conclude that incineration of PS is the most common scenario up to date but that recycling has potentially the lowest environmental impact. The biodegradation of PS by mealworms has not been included in this study. It is however unsure were to categorise biodegradation by mealworms on an environmental impact scale. This is due to the lack of information present cause by limited research on the topic. Thus in combination with the non existence of biodegradation on industrial scale it is expected that the recycling has the lowest environmental impact compared to incineration and biodegradation by mealworms of a polystyrene product. 8
In this research the goal is to analyse environmental performance of three different scenarios, incinerating, recycling and biodegradation, for the waste management of PS. Ultimately through scientific research it is to find out which scenario is most wanted for the end of life treatment from an environmental perspective. Improving existing solutions, or finding and testing novel ideas for our waste is in ever evolving science that eventually decreases pressure we as humanity put on this planet. We have to ask ourselves what is the environmental impact of these three waste scenarios, incineration, recycling and biodegradation by mealworms (Tenebrio Monitor Linnaeus) of polystyrene products so that we can meet the need of many more generations to come. 9
Method ISO 14040 Standard This LCA worked within the framework of the International Standard Organisation (ISO). For this LCA ISO 14040 and related versions are used which up to the presenting of this research is most up to date. (ISO n.d.) Through Mid Sweden University (MIUN) a license to access this document was retrieved. On the website of the ISO a licence and/or copy of this document can be purchased. (ISO n.d.) Within the standard, four phases of study have to be considered. At first a goal and scope must be defined. In this part a system boundary and functional unit were defined and level of detail explained. Your definition of the product on which all impacts are to be weighted. Second part of an LCA is the life cycle inventory analysis phase. (LCI) Here all the data needed for the inventory of the life cycle was to be explained and presented. Raw data was presented separately as life cycle of the product. Thirdly is the impact assessment phase (LCIA) which provided more information for a better understanding of the results and its environmental significance. One could read this section to be a combination of replacement of the results section of a traditional scientific paper, this will be the approach in this proceedings. Fourth and last part is the interpretation phase where conclusion and discussion are presented. The direct link to traditional scientific papers can easily be made and thus is being proceeded so in this writing. 10
Delimitation Scope This LCA assessed the environmental impact from gate to grave, the entire life span of a waste scenario without the raw production. Environmental impact was measured in 17 impact categories of which one, global warming potential, was highlighted in the results section. System boundaries System boundary as you can see in figure 1 below only includes the waste scenario of polystyrene. Production and usage of polystyrene were not taken into account since is did not affect waste scenarios. Gate in this research meant the moment an individual decided to throw away a piece of polystyrene literally standing looking at the alternative scenarios. FIGURE 1: SYSTEM BOUNDARY Functional Unit The functional unit was one kilogram of residential polystyrene waste. Where this waste originates from and how it looks was not accounted for. PS in whatever form available will be always referred to as Polystyrene (PS) in this study. This accounts for expanded polystyrene (EPS) or extruded polystyrene (XPS). A residential perspective was chosen in contrary to an industrial scope. 11
Lifecycle of a mealworm Within this research mealworms within SimaPro mealworms are seen as a tool to use for the biodegradation of polystyrene. For simplicity reasons no distinguish is made between the different lifecycle of this worm within SimaPro but for the understanding of the overall process more information is needed. Below basic information on the full life cycle of the darkling beetle is presented. Mealworm is the larvae of the darkling beetles, which come in around 20 000 different varieties. In this scenario larvae of the tenebrious monitor Linnaeus is assumed. This beetle has a complete metamorphosis which means it goes through four stages of life. First life stage is the egg. A female beetle can lay approximately 500 eggs. Eggs will hatch into larvae after 1-2 weeks. Here they get there name the yellow mealworm. Average lifespan of larvae stage is around 100 days. After this it turn into a Pupa where it does have no mouth or anus and does not consume anything. Around 2 weeks of this stage the pupa will turn into a beetle in which it stay 1 to 2 months. (Encylopedia Britannica, n.d.) (Mealwormscare 2020) Data collection Databases Within this research three databases were constantly used during working with the software SimaPro 9 to find all the relevant data: • Ecoinvent 3.4 - allocation at point of substitution - unit • European Life Cycle Database (ELCD) v3.2 • Methods (default in SimaPro) To access these databases SimaPro was used primarily through accessing processes. Through different categories a product/process/use or waste stream can easily be found. It was avoided to used the search function to find new processes. When a search function was not found it was implemented manually and added accordingly to the processes. These data bases were chosen because of the available information. Ecoinvent 3.4 is has most processes/materials available within the already implemented databases within the software (license) available. At some places ecoinvent 3.4 was missing data essential for the processes within waste scenarios, here ELCD database was used. ELCD 12
Inventory analysis Inventory analysis was the collection of data which in this research was presented as the life cycle of three waste scenarios. All retrieved information was found through searching published data accessible through databases and websites. Focus was on scientific peer reviewed literature data. Using the search Primo search engine provided by MIUN and Google Scholar assessable through MIUN with keywords like, ‘Recycling Sweden’, ’Polystyrene waste scenario’, ‘Biodegradation Mealworm’, ‘Incineration Sweden’, ‘LCA mealworms’ ‘plastic waste Europe’ etc. For statistics of Sweden, statistikmyndigheten SCB’s website and databases were used. Statistics about energy were found by looking through the category energy within their statistics. To retrieve information as close as possible to reality from literature research starting point of any research was based on information from Sweden available in English. Information found through English but accessible in Swedish (e.g. abstract writing in both language) were used. If information was missing on insufficient search terms broadened to within neighbouring countries and if needed Europe etc. Data analysis In this research SimaPro 9 was used. To access the software a login to MIUN virtual desktop was used where a shared licence of SimaPro 9 could be utilised. Basic structure of impact assessment within SimaPro allows 5 different steps. Characterisations, Damage Assessment, Normalisation, Weighting and Addition. Last four steps are optional within the ISO standards. (PRé 2019) In this research primary Characterisations, were used. The use of this method can be seen as a guideline for the overall process of implementing the analysis. However to present LCA results in traditional scientific papers (in this case student bachelor thesis) which follows the structured of Introduction, Method, Results and Discussion (IMRad) are not being defined within this Standard. (Sollaci & Pereira 2004)) In this research a hybrid form between LCA standard and traditional IMRaD model based scientific work is proposed. The standard as such can be found and retrieved easily however for readers comprehensibility a very short introduction of the ISO 14044:2006 was provided. Traditionally findings of method sections are presented as results. However inventory analysis is a method from within LCA that cannot be presented as results nor method. Above is describe how certain data was found then it cannot be presented within the same heading. It is thus chosen to present finding of this method which contributes to finding results but are not aimed to be the results in an untraditionally coined heading located between method and results. 13
Impact categories According to Goedkoop et al. 2013 ReCipe method for LCA is most integrative which makes it possible for both single score product comparison and in-depth analyse within multiple impact categories. Because of this and in combination with prior knowledge and availability within the licence system ReCipe method was chosen. Below a list of standard impact categories to this method is provided. Global warming potential was an additional impact category chosen. A separate method was chosen, IPCC GWP 2013 GWP 100a 1.03 because of the 100 year scenario. Classification Substances that contribute to an impact category listed in table 1 are multiplied by a so called characterisation factor within SimaPro. This is to show the relative contribution of the substance. Characterisation number for Carbon dioxide (CO2) is 1 for impact category Climate change. Methane in this case has a characterisation number of 25 thus 1 kg of methane would have a similar impact as 25kg of CO2. (PRé 2019) hence the word equivalent behind all the unit presented in table 1. A very comprehensive document describing more in-depth knowledge is provided by Huijbregts et al. 2017. IPCC GWP 2013 GWP 100a 1.03 Global Warming Potential (GWP) or potential climate change in this research was presented in carbon dioxide equivalents (CO2eq) Chosen time horizon in this method is 100 years. Within this method characterisation happens in relevance to carbon dioxide. One carbon dioxide equivalent can potentially refer to 1 unit (kg in this case) of CO2, 25 methane (CH4) and 265 nitrous oxides (NOx). (Myhre et al. 2013) ReCipe 2016 Midpoint (H) 1.02 This is a method that calculates all substances used in the lifecycle and attributes them towards the right impact category with corresponding units. Every process analysed in SimaPro will go through the impact assessment methods and ReCipe 2016 Midpoint (H). It is chosen to select H as standard method because hierarchies perspective (H) includes the time frame for most common policy principles. (PRé 2019) Part of an LCA is collecting data for an so called The software SimaPro in combination with the methods used describe above produce graphs and raw data as results which were used to represent findings of this method. Results are presented according to the two chosen methods, IPCC and ReCipe describe above. Global warming potential was presented in-combination of with in-depth analysis of each of the three waste scenarios in a so called impact flow chart. The 17 other impact categories are analysed by looking at the biggest contributes within each individual process in collaboration with a comparison graph of the overall impact. 14
LCA within IMRaD model Emphasise of this study is on finding environmental impact of three waste scenarios using LCA software. To achieve this data needs to be collected as described above. This so called pre-study results can be found under the heading life cycle of three waste scenarios. This was not presented as results because it does not give clarity on the environmental impact of waste scenarios, but simply information needed for the method chosen. It was not chosen to be presented as method either because it is representation of method described above. By using peer reviewed literature retrieved through websites and databases finding can be presented in lifecycle of three waste scenarios that gave clarity and openness to the process of standard LCA performance. Impact Category Unit Note Global Warming Kg CO2-eq Carbon dioxide Stratospheric Ozone depletion Kg CFC11-eq Trichlorofluoromethane Ionizing radiation Kg Co-60-eq Cobalt 60 Ozone formation (human) Kg NOx-eq Nitrogen oxides Fine particle matter formation Kg PM2.5 Particle matter < 2.5 µm Ozone formation (terrestrial) Kg NOx-eq Nitrogen oxides Terrestrial acidification Kg SO2-eq Sulfor Dioxide Freshwater eutrophication Kg P-eq Phosphorus Marine eutrophication Kg N-eq Nitrogen Human toxicity (carcinogenic) Kg 1,4-DCB 1,4- dichlorobenzene Human toxicity Kg 1,4-DCB 1,4- dichlorobenzene Terrestrial ecotoxicity Kg 1,4-DCB 1,4- dichlorobenzene Marine ecotoxicity Kg 1,4-DCB 1,4- dichlorobenzene Land use m2 crop-eq Mineral resource scarcity Kg Cu-eq Cupper Fossil reproduce scarcity Kg oil-eq Water consumption m3 Table 1: Impact categories ReCipe 2016 Midpoint (H) 1.02 15
Results Life cycle of three waste scenarios FIGURE 2: FLOWCHART OF THREE WASTE SCENARIOS (INCINERATION, RECYCLING, BIODEGRADATION) POLYSTYRENE 16
For the duration of the whole project all the waste generated comes from Östersund, Jämtland, Sweden. According to the local municipality there are two option for PS waste depending on the size. Big plastic PS is ought to be brought to local recycling station where it can be put in a container for plastic that will be incinerated. Smaller pieces of plastic are allowed to be put in the container for plastic meant for recycling. (Östersund n.d.) (Sopsortingsguiden, 2018) Because of this conflicting scenarios it is assumed that a person, disposing of waste around their houses, can either put its waste to be burned or specified plastic container. Incineration As can be seen in figure 2 above incineration is assumed to be in Sundsvall. First scenario is that an individual puts the polystyrene product in the bin that is named ‘waste for incineration’ (brännbar’ in Swedish) All local waste (residential and industrial) gets together at different locations around Östersund. (Sopsortingsguiden, 2018) No information about the specific location where the waste would go was found. So in this research it will be assumed that all the ‘waste for incineration’ will be brought to Sundsvall by road and be used for municipal heating and electricity generation. (Bergkvist n.d.) Through a personal visit with Sundsvall Energy in 2018 information was retrieved that confirms that this scenario is not unthinkable. In the Sundsvall plant, Korsta, normally waste like; wood, paper, plastic, rubber and textiles is incinerated, thus very likely that PS from a resident of Östersund could end up there. (Sundsvall energi 2019) Traveling by road is to be assumed 200 km using google maps for the route Östersund - Sundsvall. A lorry over 32 tonnes with Euro 4 emissions is assumed to be responsible for this part of the journey. Incineration in Europa and Sweden differ slightly. On European level in 2018 around 28% waste was incinerated while in Sweden this number for the same year was around 50%. (Eurostat 2020) (AvfallSverige 2018) This results that in Sweden more waste in incinerated thus it is assumed that waste mixed is different to that in average European incineration facility. Within SimaPro 2 end of life waste scenarios are used. For the incineration of PS; ‘Waste incineration of plastics (PE, PP, PS, PB), EU-27’ [ELCD database] is used. This has to be seen as main waste type since it is the only one specified for the incineration of plastics and thus must be used in every incineration scenario. This data bases uses the average European waste mixture. For incineration within Sweden ‘Municipal sold waste (waste scenario {SE}|treatment of municipal solid waste, incineration|APOS, U’ [EcoInvent database] with waste type allocated to PS is used. Because of this disparity it is assumed in this research that incineration in Sweden contains 10% of municipal waste incineration from Sweden and 90% incineration PS Incineration. Incineration of PS is 100% allocated to the incineration in Germany because German incineration numbers are on average with European Union. (Eurostat 2020) 17
Recycling As can be seen in figure 2 recycling of plastic leads to different waste streams. Second scenario is that the residential PS waste is placed in the bin that is named ‘plastic waste’. (‘Plastförpackningar’ in Swedish.) (Sopsortingsguiden, 2018) According to Anderson et al. 2015 the market for recyclable plastic in Sweden is mainly dominated by the sorting plant Swerec. The same source states that currently many sorting facilities are emerging, however since 2014 not another guideline like Andersen et al. 2015 has not been published. So assumed is that Swerec handles the plastic for Östersund. Swerec biggest plastic sorting factilty is located in near Värnemo thus 800km transport by Lorry Euro 4 on the road has been assumed. (Swerec AB 2017) A paper sorting factory is the best available scenarios and thus used; ‘Waste paper sorting facility {RER}|construction|APOS, U’ In a study national experts in the field state that between 10-40% of incoming to be sorted plastic does not fit and go straight to incineration. Because of this we must assumer 25%. Side note; the same people suggest that this number is sometimes unto 90% when mixed with industrial waste for example. (Avfall Sverige 2017) So once the PS arrives on the sorting facility 25% is assumed to be lost before sorting and thus being incinerated in Sweden. Local transport to incineration plant is assumed to be 50 km. Now that the plastic has been sorted is has to be recycled. However in a study by cooperation of nordic countries it is stated that polymers like LDPE, HDPE, PP and PET are specifically sorted out. Other polymers, of which PS, are not sorted out and not being subject to recycling in Sweden. Some of the plastic in Sweden, of which this unsorted part, is currently being sold to Germany. (Andersen et al 2015 p. 48) (Frane 2014, p. 85) Thus from Värnemo a 700 km transport by road is assumed to Germany, near Berlin. Here the plastic is being sorted for the second time using the same facility within SimaPro. Within Sweden 42.17% of all the plastic was recycled in 2018. This is below the European level. The new aim of the European commission is to have a recycling rate of 55% on plastic packaging. (European Council 2018) The definition of recycling given by FTI: ’The statistics show the amount of material recycled decided by the amount of packaging and magazines placed on the market by producers affiliated with FTI’ (FTI 2018) Because of the uncertainty of the plastic recycling definition and rate at different locations the aim for 2030 of 55% recycling is used. As can be seen in figure 2, 55% PS waste will be recycled using a process available in EcoInvent Database called ‘PS (waste treatment) {GLO|} recycling of PS| APOS, U’. This process simply replaced the cost of production of new polystyrene by adding a factory and energy. The left over PS (20%) will be incinerated in Germany. 18
Biodegradation by mealworms In figure 2 the assumptions made for the life cycle analysis of biodegradation of polystyrene waste by mealworms are presented. The biodegradation facility is fictional and does not exist. For the design of such a facility 2 assumption were made. All data must come from processes within SimaPro and this must be sufficient for the biodegradation of polystyrene of all the inhabitants of Jämtland, Sweden which is assumed to be 130 000. Step 1 was similar to the other two scenarios; waste is being sorted by the resident and put in the according bin, this case a special collecting bin for PS only. Residential Plastic waste is 217400 tonnes k, of which 6.5% consists of PS divided by the inhabitants of Sweden 10 000000 accumulates to 1.41 kg Polystyrene waste per year. (SCB 2020) (PlasticsEurope 2018). Jämtland is estimated to have around 130 000 inhabitants thus meaning the facility must have a capacity to ‘treat’ 183 703 kg Polystyrene. Biodegradation rate of worms are dependent on many factors of which feed and temperature are very significant. However it is assumed that one mealworms can eat on average 160.97 mg/year. Mealworms tested were put in a container were they had 3.96 cm3 space per worm. (Yang et al. 2017) Thus it can be assumed that a rough 1 billion mealworms are needed for the biodegradation of mealworms for the inhabitants of Jämtland. The replicate growing condition from Yang et al. thus a 4120 m3 climate control space is needed. Here it is wished to be between 20-25 degrees and a humidity of around 80-90% (Yang et al. 2017) Within SimaPro a building called, ‘building, hall, wood construction {RoW}|building construction, hall, wood construction|APOS, U’ has been chosen. The dimension of this fictional building are 50*30*7 meters. Total volume of the building easily fits the space needed for the worms plus potential office, storage and miscellaneous since the worms can easily be stacked inside boxes for example. Inside the building worms need to grow in a so called climate room. An industrial climate control system has been chosen to run for the entire operation. Running cost of such a machine is estimated to be 0.78 kW (Munters Europe AB 2015) To sort worms, full grown beetles, and frass a sorting machine is needed. It is to be assumed to be a big shaking device that through several sizes filter sort out the different entities. Such an industrial machine (1.7 kW) is to be expected to run for 8 hours a day. (Martin Engineering USA n.d.) Heating of the building is based on an assumption of a report published in 2014 by ‘Boverket’ (Swedish National Board of Housing, Building and Planning.) In part of this report the average energy costs for housing in three different climate zones is calculated. Number for Östersund, climate zone 1 is 80 kwh/m2. (Boverket 2015) Another approach was attempted to come up with heating costs for a fictive building. Through Swedish Energy Agency (EnergiMyndigheten) annual report of 2018 it could be concluded that average heating for a type building like factory was 100 kWh/m2. (Swedish Energy Agency 2018) Because of those effects it can be assumed that the energy use for biodegrading facility in Jämtland is 90 kWh/m2. 19
The addition of feed to the mealworms is essential. As much as Yang et al. 2015 claimed that mealworms are capable of surviving solely on PS reproduction is effected. Yang et al. 2017 suggested that feed is added to the PS to let the worms reproduce. (go through all parts of its life cycle) In this research it is chosen to add wheat bran as a feed because it only enhances the consumption rate on polystyrene of the mealworms. (Yang et al. 2017) Bran was not available within the chosen databases. Traditionally bran is 13-17% of the total weight of the grain. (Onipe et al. 2015) In this research it is assumed that 10% of the total costs for the production of wheat can be allocated for bran production. From such a biodegradation facility three major waste streams can be distinguished. At first because worms respirate while eating PS 15% of the FU can be located to the raw production of CO2. (Yang et al. 2015) Furthermore it is assumed that 40% of the FU will be turned into Biomass and 45% will end up as frass. Frass has to be incinerated because in all cases of worm breeding, around 35% of the frass contained PS. (Yang et al. 2017) Frass will be incinerated in Sundsvall. Biomass will end up as chicken feed replacement. There is not one definition of chicken feed thus it is assumed that protein feed based on wheat grain will be the replaced feed for chicken. 20
Life cycle analysis Global Warming Potential FIGURE 3: THE RELATIVE DIFFERENCE IN GWP BETWEEN THE THREE SCENARIOS OF WASTE TREATMENT FOR PS. UNIT FOR GWP IS CALCULATED IN CARBON-DIOXIDE EQUIVALENT (CO2EQ) BUT IN THIS GRAPH PRESENTED AS PERCENTAGE OF THAT. Figure 3 showed that biodegradation by worms had the highest relative impact of the three waste scenarios with a positive global warming potential of 9%. Incineration of polystyrene had a negative global warming potential, minus 26%. Recycling of PS had the lowest global warming potential of all three and thus taken as relative reference point (minus 100%). 21
Incineration of polystyrene FIGURE 4: IMPACT FLOWCHART OF GWP OF THE POLYSTYRENE INCINERATION PROCESS AS WASTE TREATMENT GIVEN IN CO2EQ Incineration has the most simplistic life cycle set up of all the three, as you can see in figure 2. Figure 4 shows a negative global warming impact of minus 0.427 kg CO2eq per functional unit. Positive GWP is caused by transport and incineration of municipal solid waste in Sweden. Transport of 200 km from Östersund to Sundsvall in Sweden by Euro 4 lorry has less than 5% influence of the total impact. Incineration of PS in Sweden is the biggest positive GWP factor in this process, 0.316 kg CO2eq per FU. Negative GWP is solely caused by incineration of plastic. Energy production on municipal solid waste replaces the traditional cost of energy production. The burning of plastics has a negative effect on GWP creating a net surplus of energy caused by the replacement cost of traditional energy production in Europe, resulting in a GWP of minus 0.76 kg CO2eq per FU. However with the chosen parameters the cost of incineration in Sweden and traveling impact are compensated by the generation of energy of incineration of Polystyrene and thus give a negative GWP. 22
Recycling of polystyrene FIGURE 5: IMPACT FLOWCHART GWP RECYCLING OF 1KG OF POLYSTYRENE AS WASTE TREATMENT GIVEN IN CO2EQ Figure 5 shows a positive GWP for recycling that is mainly caused by transport and the waste facility. Transport contributes to 0.116kg CO2eq in this scenario. This is due to the transport from Östersund to Germany by road, 1340 km. Impact due to transport is round 5%. This seems similar to that of incineration but the actual number is 10 fold the total. The sorting of the plastic in two places (Sweden and Germany) has almost double the impact compared to transport, 0.219 kg CO2eq. Negative GWP is caused by the actual recycling of PS, the replacement costs for the production of raw polystyrene that adds to minus 1.89 kg CO2eq. In combination with incineration of processes lost this adds up to minus 2.17 CO2eq. Thus adding energy in the form of transport, facilities and electricity (e.g. inside the recycling process and sorting facility) creates a negative GWP of 1.84 CO2eq for 55% recycling rate of PS. 23
Biodegradation of polystyrene by mealworms FIGURE 6: IMPACT FLOWCHART GWP BIODEGRADATION BY MEALWORMS OF 1 KG POLYSTYRENE AS WASTE TREATMENT GIVEN IN CO2EQ Figure 6 shows that a positive GWP in this process is caused by CO2 production of respiration of worms, actual facility and its costs where the worms degrade and transport. The highest positive contribution is the addition of bran to the system. Impact of the production of wheat grain has the highest effect in this process, 0.176 CO2eq GWP which is only produced by 0.045kg of wheat. This shows relative high importance and costs of wheat production. Transport (100 km) influence is 5% of that total impact with an actual impact of 0.009 kg CO2eq. Creating and running a location for the mealworms has an impact of 0.0464 kg CO2eq per FU which is mainly due to the electricity usage in the process. The costs for the facility is around 20% of the plastic sorting facility including relative higher electricity usage. Electricity usage is due to the fact that a climate room is needed to control temperature and humidity. Manufacturing of the facility with a life expectancy of 50 years and construction material wood has an impact less than 1%. Due to respiration of the worms, 15% of input is being polluted as CO2eq in this assessment. Highest negative contribution is the production of worms which replaces the production cost of chicken feed elsewhere, minus 0.146 kg CO2eq. The production of worms almost account for a balance in wheat production (net production being 0.045kg) 40% of the input is accounted for as frass which has to be incinerated since the presence of PS in fractions. Here the incineration process is the same as accounted for in scenarios incineration and recycling resulting in an overall negative GWP for frass, 0.0595 CO2eq. The introduction of the biodegradation facility, worm feed, electricity usage and transport accumulates to an overall positive GWP for de biodegradation of 1 kg of PS by mealworms mainly caused by the environmental costs of wheat production in Germany. 24
Environmental impact three waste scenarios Incineration of polystyrene FIGURE 7: RECIPE 2016 MIDPOINT (H) INCINERATION OF 1 KG POLYSTYRENE WASTE ON 17 IMPACT CATEGORIES Figure 7 shows that most of the impact is originated from the actual incineration of the polystyrene. Transport and incineration share significant impact on categories, ozone formation, freshwater eutrophication, terrestrial ecotoxicity. Land use impact is only related to transport of the waste. Water consumption is the only category that has a negative impact which is solely due to incineration process of polystyrene. 25
Recycling of polystyrene FIGURE 8: RECIPE 2016 MIDPOINT (H) RECYCLING OF 1 KG POLYSTYRENE WASTE (BLUE IS RECYCLING) ON 17 IMPACT CATEGORIES Figure 8 shows that recycling process of the actual plastic and the facility where plastic is sorted show most significant impact overall. Sorting facility shows only positive impact namely on, ecotoxicity (terrestrial, freshwater, human and marine), land use and mineral resource scarcity for which it is solely responsible in this analysis. Recycling of PS has a positive impact on stratospheric ozone depletion, ionising radiation, fine particle matter, terrestrial acidification and eutrophication. On ozone formation, human toxicity, fossil resource scarcity and water consumption recycling of PS has a negative impact. Recycling of PS involves a recycling part and incineration thus below a further analysis is given. Transport does not have a significant impact on most categories except terrestrial ecotoxicity and land use. Impact from terrestrial ecotoxicity can directly be related to transport and its brake wear emissions. (Appendix I) Impact from other freshwater and marine ecotoxicity is related to the chose of building which involves sulfidid tailing in the process which is directly related to the construction of the specific building used. (Appendix II & III) FIGURE 9: RECIPE MIDPOINT (H) ANALYSIS OF RECYCLING PROCESS OF 1 KG POLYSTYRENE ON 17 IMPACT CATEGORIES Figure 9 shows that all negative impact is caused by the recycling of PS due to the avoided impact of producing raw polystyrene. However this direct recycling causes negative impacts on land use, eutrophication, ozone depletion and ionising radiation. Apart from avoided products electricity is added to contribute to the success of this process. Part of the overall process of recycling PS causes the incineration of PS due to technical issues of sorting plastic. 26
Biodegradation of polystyrene by mealworms FIGURE 10: RECIPE 2016 MIDPOINT (H) BIODEGRADATION OF 1KG POLYSTYRENE WASTE ON 17 IMPACT CATEGORIES Figure 10 shows that positive impacts are caused by worm-feed and the facility. Worm-feed is directly related to the production of wheat. Whereas impact of the facility of biodegradation of worms is mainly due to the electricity usage. [see figure 11] Negative impact is caused by SortingWorm. These are directly related to the avoided production of wheat which is called in this process the production of chicken feed. [see figure 2] FIGURE 11: RECIPE 2016 MIDPOINT (H) ANALYSIS OF BIODEGRADATION FACILITY 27
Comparison of Environmental impact Polystyrene waste scenarios FIGURE 12: RECIPE 2016 MIDPOINT (H) ANALYSIS OF TREE 1 KG POLYSTYRENE WASTE SCENARIOS; RELATIVE COMPARISON ON 17 IMPACT CATEGORIES Figure 12 shows that most processes have a positive environmental impact in most categories. However five process in four categories have a negative environmental impact. The recycling process has a negative impact on ozone formation, fossil resource scarcity and water consumption. The incineration of polystyrene has a negative impact on water consumption impact category too. Recycling of PS prevent the production of raw material for PS thus is able to have a negative environmental impact. For the incineration process relatively high impact is present in 3 impact categories. Fine particle matter, fossil resource scarcity and terrestrial acidification. All three process are directly linked to the incineration of municipal solid waste. Recycling of polystyrene causes the highest impact in 7 categories. Most significant difference can be found in freshwater eutrophication, terrestrial ecotoxicity, human toxicity and mineral resource scarcity. As a relative comparison 7 impact categories are highest for the biodegradation by mealworms. Most significant difference can be found in marine eutrophication, land-use, water consumption and ionising radiation. Ionising radiation is mainly caused by processes involved in the uranium mine which is directly related to the electricity net of Sweden which is dependent on Nuclear energy and thus implemented in SimaPro this way. (see Appendix IV) Marine eutrophication shows highest impact for biodegradation followed by recycling. Land and water use impact on the environment are highest in the biodegradation scenario furthermore. In Appendix V the real numbers for all the impacts compared figures 7 to 12 are given. 28
Discussion Method A level of detail in this research was hard to quantify. In this study no case study was used so majority of information came through literature research. Meaning that average numbers found through databases for example were used as numbers in this analysis. Data used aimed to be as accurate to the location, Östersund, Sweden as possible. Furthermore only general processes found through literature and/or online were included in this analysis. e.g. machines that was used internality inside a plastic sorting factory (beside the machinery included in the sorting process) will not be accounted for since no information was retrieved for this. e.g. no interviews take part of this method. In depth processes like how many factory workers and social impact was not the scope of this LCA. This LCA was primarily an analysis of the technical process. A residential perspective is taken already in the method section in contrary to an industrial. This is chosen due to simplicity reasoning, gathering less data creates less space for error. It can be assumed however that this choice does seem to effect findings. Through literature found in this research waste is gathered on a municipal scale meaning waste is treated the same. However from a practical side point of view might change. Potentially a case study is conducted, where collected material is written down more actually. When this material is of bigger quantities and thus more uniform it could be easier calculating impact but because this was not taken into account results did not seem to alter. Lacking information in LCA in general is partly due to its complexity. Within this given time frame it is impossible to conduct in-depth on all the sections looked by in this research. Collaborating with institution that provide more raw data would be a step in the right direction. Within LCA processes are always limited but conducted with the best available information method. One example that could have been improved was the impact from recycling on ecotoxicity. Major impact was caused by a process called sulfidic tanning. This was due to specifics of the building process chosen. The conclusion that recycling causes most harm into impact categories ecotoxicity can thus not be made. An update method could solve this problem. Input information in this study, presented in the chapter life cycle of three waste scenarios, was retrieved from data that not per definition represents reality but is an estimation. Once the input scenarios for all three waste scenarios are documented better, e.g through collaboration with the waste industry or three specific study cases, results potentially will be closer to reality. It could be concluded that biodegradation of PS by mealworms is the least favourable environment option by looking at different impact categories. However a more weighted answer on its actual impact comparing to other processes would have been given by an Endpoint analysis. This ReCiPe Endpoint analysis weights data and accumulates this into three categories. (Huijbrechts et al. 2017) However due to the in accuracy of the data this type of analysis and further analysis of the different impact categories seem unwanted. 29
Environmental Impact From a GWP perspective biodegradation of polystyrene by mealworms seem highly inferior to the already existing methods of waste management, incineration and recycling, based on the results found in this LCA research. However great uncertainties are present in the data selection and thus alter trustworthiness of all the results. The use of municipal waste incineration in Sweden within the EcoInvent Database has caused several problems. In a recent article Singh & Singh (2020) compare different waste types to its renewability on energy recovery. Different values were found for different waste types e.g. plastics, wood, textiles. Thus as part of a life cycle analysis these need to be allocated accordingly to its waste type. This has been attempted by using incineration of PS on European scale in combination with incineration of municipal waste for Sweden. However difference municipal solid waste incineration in Sweden accounts for roughly 30% of results of which only 10% functional unit is allocated to of which later even smaller part would be incinerated due to losses in the process. The incineration of municipal waste in Sweden only result in positive GWP whereas incineration of plastics in Europe shows negative GWP. The incineration plant used in this case, energy recovery plant of Sundsvall energy, produces approximately 120,000 MW electricity and 300,000 MW district heating. (Bergkvist n.d.) However within the framework used in the software and databases this research is not reflective for reality thus results do not fully represent incineration of polystyrene residential waste from Östersund. Bran has shown to be a high impact on GWP and several impact categories for the biodegradation of polystyrene by mealworms. The use of bran is optional and specifically chosen in this research. However worm feed can be replaced by many other products depending on different factors. A LCA conducted by Oonincx & de Boer (2012) stated that worms where fed a mix of carrots, mix of grains and egg cartons. Every producer of mealworms is likely to have its preference of worm feed linked to the availability of local resources. No local research into the potential of worm feed has been included in this research. More specific number of additional food (that would be available in the available databases within SimaPro) to worms would increase accuracy of this LCA. A percentage of frass from the mealworms unfortunately has still parts PS present. Through selective breeding of mealworms this percentage could alter. (Yang et al. 2017) This same study suggested the potential of the frass that could be used as fertiliser. To improve this more knowledge has to be built in this section. Lifecycle analysis of poultry feed has been published in 2012. This research focused on finding the lowest environmental impact poultry feed. (Nguyen et al. 2012) A study like this but focussing on mealworm feed in combination with the potential of selling frass as fertiliser in a local area would be of high interest. Many studies show the potential of mealworms. (Huis et al. 2013) (Joensuu & Silvenius 2017) (Oonincx et al. 2015) (Wilkinson 2011) (Smetana et al. 2015) (Smetana et al. 2016) 30
Recycling scored the best in GWP and similar to biodegradation on overall environmental impact. However we have to take into account that recycling rate in this research is 55%. This number has not been achieved yet in Sweden and most European countries. (Plastic Europe 2018) Plus different techniques for recycling of this polymer are present. (Maharana et al. 2007) No environmental impact assessment comparing these methods as of today has been published. This would suggest potential of different impacts that have not been included in this paper. Future perspective Within this study the aim was to find environmental impact of three waste scenarios by using LCA framework. Through the results presented lessons can be learned that all togheter can contribute to a better understanding of the problem which hopefully will potentially lead to better policy making. This study on its own does not achieve that but contributes to it. New findings has been found and discussed that will point future research into the right direction. The potential of biodegradation has proven to be significantly better or worse been. This study shows the weakness of chosen method and findings which lead to better understanding of the necessary future research. Furthermore for future research several aspects has been highlighted but one specifically could be interesting. For the future the EU ‘has a will to make its economy and environment sustainable for the benefit of future generations. This action planned is coined ‘European Green deal’. One priority in achieving this is implementing a clean circular economy. (European Commission n.d.) ‘In a circular economy, the value of products and materials is maintained for as long as possible. Waste and resource use are minimised, and when a product reaches the end of its life, it is used again to create further value’ (European Commission 2015) Meaning we must see ‘waste’ as a new resource to maintain it longer in the system. Recycling seems to be the most logical way but as this research has shows specific environmental problems can occur because of this process. Biodegradation of mealworms in general can be an interesting approach from a circular perspective since it separates ‘waste’ into two products that will not leave this circle, frass for fertilisers and worms itself for less environmental harmful animal or human consumption. Thus analysing the biodegradation of waste by mealworms or similar from a circular perspective would be of great interest. 31
Conclusion In the results of IPCC 2013 100 year scenario and SimaPro software for a lifecycle analysis show that recycling off polystyrene is the most wanted waste scenario from a global warming potential perspective. Incineration show a negative GWP too but is inferior to recycling because of the high GWP of production of new PS. Biodegradation of 1 kg of polystyrene by mealworms has as only waste scenario a positive GWP and is the most unwanted waste scenario from that perspective. From an environmental perspective 17 impact categories were analysed. Of these 17 impact categories incineration of polystyrene is shows to have the least impact with relative highest impact on only 3. Both recycling and biodegradation of polystyrene score worse respectively 7 relative highest impact each. Overall transport has a negative impact, below 5% in all three waste scenarios suggesting that local waste treatment always needs to be re-evaluated against alternatives. Overall the biodegradation of polystyrene by mealworms as a novel waste scenario does not seem to be environmental beneficial compared to the two existing methods, incineration and recycling. However findings stated above do not represent reality due to inaccuracy of the available data and thus these results cannot be taken into decision making as of today. Because this research shows the lack of information available on biodegradation by mealworms and thus expresses the need for further research. 32
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