Scale-Up of Extrusion Foaming Process for Manufacture of Polystyrene Foams Using Carbon Dioxide

Total Page:16

File Type:pdf, Size:1020Kb

Scale-Up of Extrusion Foaming Process for Manufacture of Polystyrene Foams Using Carbon Dioxide Scale-Up of Extrusion Foaming Process for Manufacture of Polystyrene Foams Using Carbon Dioxide by Hongtao Zhang A thesis submitted in conformity with the requirements for the degree of Master of Applied Science Graduate Department of Mechanical and Industrial Engineering University of Toronto © Copyright by Hongtao Zhang 2010 Scale-Up of Extrusion Foaming Process for Manufacture of Polystyrene Foams Using Carbon Dioxide Hongtao Zhang Master of Applied Science Department of Mechanical and Industrial Engineering University of Toronto 2010 Abstract An initial evaluation of the scalability of extrusion foaming technology is conducted in this thesis. Both lab- and pilot-scale foam extrusion systems along with annular dies and flat dies were used to investigate the effects of extrusion system scale on the foam expansion. The effects of the processing conditions including die temperature and blowing agent content on the volume expansion of extruded polystyrene foams blown with carbon dioxide are presented. A systematic comparison of the effects of extrusion system scale on the expansion behavior of polystyrene foams blown with carbon dioxide at the consistent pressure-drop rate, demonstrated that the scale of the foam extrusion system does not affect the principles of the foaming process, and the effects of extrusion system size on the scale-up of foam techniques, such as shear rate and temperature uniformity, could be suppressed by tailoring the processing conditions and experimental parameters. ii Acknowledgments Throughout my graduate study at the University of Toronto, there are a multitude of people that have helped, supported, and encouraged me to make the experience a wealth. I would like to express my deep and sincere gratitude to my supervisor, Professor Chul B. Park. His valued supervision, guidance and support have made me go this far. The knowledge I have learned from him will have a great impact on my future career. I would also like to thank Professor Hani Naguib and Professor Lidan You for agreeing to join my thesis committee. My gratitude is extended to the Department of Mechanical and Industrial Engineering at the University of Toronto, for providing financial support through the University of Toronto Fellowship. I would like to thank my colleagues and fellow researchers in the Microcellular Plastics Manufacturing Laboratory for their help and friendship over the past years. I thank all present and past MPML members, including Dr. Jing Wang, Dr. Zhenjin Zhu, Dr. Changwei Zhu, Dr. Saleh Amani, Dr. Sunny Leung, Dr. Takashi Kuboki, Dr. Gary Li, Dr. Gangjian Guo, Dr. Qingping Guo, Dr. Wenli Zhu, Dr. Wentao Zhai, Dr. Richard Lee, Dr. Yongrak Moon, Nan Chen, Lilac Wang, Raymond Chu, Anson Wong, Yanting Guo, Peter Jung, Esther Lee, Marilyn Law, Qingfeng Wu, Jingjing Zhang, Mingyi Wang, Weidan Ding, Wei Wang, Mohammad Hasan, Ryohei Koyama, Davoud Alizadeh, Kamlesh Majithiya, and Reza Nofar. iii Also, I would like to acknowledge the professional technical support from Ryan Mendell, Jeff Sansome in the Machine Shop for their quality work and professional advice. My special thanks go to many staff members, including Brenda Fung, Donna Liu, Sheila Baker, and Teresa Lai. Finally, I would like to thank my family for their deep love and consistent support under any circumstance. iv Table of Contents Abstract ........................................................................................................................................................................ii Acknowledgments.......................................................................................................................................................iii Table of Contents.........................................................................................................................................................v List of Tables...............................................................................................................................................................ix List of Figures ..............................................................................................................................................................x List of Symbols..........................................................................................................................................................xiv Chapter 1 Introduction 1.1 Preamble ......................................................................................................................................................1 1.2 Thermoplastic Foams and Their Processing ................................................................................................2 1.3 Polystyrene Foams and Its Applications ......................................................................................................4 1.4 Foam Extrusion............................................................................................................................................5 1.5 Motivations of the Study..............................................................................................................................6 1.6 General Objectives.......................................................................................................................................6 1.7 Overview of the Thesis ................................................................................................................................7 Chapter 2 Theoretical Background and Literature Review 2.1 Theoretical Background on Foam Processing............................................................................................11 2.1.1 Formation of Polymer/Gas Solution..................................................................................................11 2.1.2 Nucleation .........................................................................................................................................16 2.1.3 Cell Growth and Stabilization ...........................................................................................................21 2.2 Blowing Agents..........................................................................................................................................26 2.3 Foam Extrusion..........................................................................................................................................27 2.3.1 Foam Extrusion Process ....................................................................................................................28 2.3.2 Conventional Foam Extrusion...........................................................................................................28 2.3.3 Microcellular Foam Extrusion...........................................................................................................29 2.4 Volume Expansion Mechanism in Foam Extrusion...................................................................................30 2.5 Characterization of Polymer Foams...........................................................................................................33 v 2.5.1 Volume Expansion Ratio...................................................................................................................33 2.5.2 Cell Density.......................................................................................................................................34 2.5.3 Cellular Morphology .........................................................................................................................34 2.6 Issues of Scale-Up in Foam Extrusion .......................................................................................................35 2.7 Objectives of the Thesis.............................................................................................................................36 Chapter 3 Processing Parameters and Strategies for PS foaming 3.1 System and Die Pressure............................................................................................................................45 3.2 Pressure-Drop Rate ....................................................................................................................................46 3.3 Die Temperature ........................................................................................................................................46 3.4 Contents of Blowing Agents ......................................................................................................................47 3.5 Strategies for Achieving Low-density PS Foams Using CO2 ....................................................................47 Chapter 4 Design and Construction of Experimental Equipment 4.1 Materials ....................................................................................................................................................51 4.1.1 Plastics...............................................................................................................................................51 4.1.2 Blowing Agent ..................................................................................................................................52 4.2 Lab-Scale Extrusion System ......................................................................................................................52 4.3 Set-Up of Pilot-Scale Extrusion System ....................................................................................................52 4.3.1
Recommended publications
  • Polymer Extrusion Cooling for the 21 Century
    Polymer Extrusion Cooling for the 21st Century A white paper by: Wesley J. Sipe, Mechanical Systems Manager, GAI Consultants On Behalf Of: NOVATEC, Inc. Baltimore, MD USA Considering all of the plastic produced and With these keys, required cooling times can used every day, it is surprising that very little be determined through the use of advanced is documented on the cooling process for computer models. continuous profiles of extruded shapes. The bulk of the cooling process is The challenge to this methodology is in accomplished through the application of obtaining accurate thermal conductivity and “rules of thumb” learned and used by heat capacity of polymer compounds for use cooling tank manufacturers, and through in predicting thermal response. Since there trial and error methods of individual are literally thousands of compounds that processors. In spite of the desirability of are used in polymer extrusion, this paper processors to minimize space and elapsed concentrates on only six commonly used: time required to effectively cool profiles, the Polyethylene (PE) cooling process remains a “black art” as no Polypropylene (PP) tools exist that will accurately predict the Polycarbonate (PC) time response of cooling plastics with Polystyrene (PS) liquids. This is remarkable in itself because the cooling puzzle can be solved through Poly Vinyl Chloride (PVC) the simplification of the transient heat Acrylonitrile Butadiene Styrene transfer equation for the materials involved. (ABS). Even more remarkable is that through the All of the analyses described in this paper use of powerful personal computers, the assume isotropic forms with temperature process can be modeled and a solution dependent properties.
    [Show full text]
  • Extrusion Foaming of Bioplastics for Lightweight Structure in Food Packaging
    EXTRUSION FOAMING OF BIOPLASTICS FOR LIGHTWEIGHT STRUCTURE IN FOOD PACKAGING A thesis submitted for the degree of Doctor of Philosophy by Sitthi Duangphet School of Engineering and Design Brunel University December 2012 i Abstract This thesis reports the systematic approaches to overcome the key drawbacks of the pure PHBV, namely low crystallisation rate, tensile strength, ductility, melt viscosity, thermal stability and high materials cost. The physical, mechanical, thermal, and rheological properties of the pure PHBV were studied systematically first to lay a solid foundation for formulation development. The influence of blending with other biopolymers, inclusion of filler, and chain extender additives in terms of mechanical properties, rheology, thermal decomposition and crystallization kinetics were then followed. Creating lightweight structures by foaming is considered to be one of the effective ways to reduce material consumption, hence the reduction of density and morphology of PHBV-based foams using extrusion foaming technique were studied comprehensively in terms of extrusion conditions (temperature profiles, screw speed and material feeding rate) and the blowing agent content. The material cost reduction was achieved by adding low-cost filler (e.g. CaCO3) and reduction of density by foaming. The thermal instability was enhanced by incorporation of chain extender (e.g. Joncryl) and blending with a high thermal stability biopolymer (e.g. PBAT). The polymer blend also improved the ductility. Adding nucleation agent enhanced the crystallization rate to reduce stickiness of extruded sheet. The final formulation (PHBV/PBAT/CaCO3 composite) was successfully extruded into high quality sheet and thermoformed to produce prototype trays in an industrial scale trial. The effect of the extrusion conditions (temperature profiles, screw speed and material feeding rate) and the blowing agent content are correlated to the density reduction of the foams.
    [Show full text]
  • Plastic Extrusion
    The Magazine for ENERGY EFFICIENCY in Compressed Air, Pneumatics, Blower and Vacuum Systems April 2013 Plastic Extrusion 10 Plastic Extruder Saves $116,000 in Energy Costs 16 MGM Industries Reduces Chilled Water Requirements with Dry Vacuum Pumps 22 Air Audit of a Powder Coating System 28 Filtration Improves Pneumatic Performance REMOTE AIR COMPRESSOR SENSING 36 Atlas Dry Air Ad 8.375 x 10.875:Layout 2 3/5/13 1:33 PM Page 1 Clear the way for quality air 140 years of history, and the present is yours Optimizing air supply quality is a way of life at Atlas Copco. Our dryers, aftercoolers, filters and oil-mist eliminators help ensure that your air is always clean, dry and ready for the summer heat. And it doesn’t stop with quality air because the right air system components also save energy. Atlas Copco knows you have challenging targets to reduce energy costs. We know because we face those targets, too! With 14 production facilities in the United States and dozens more globally, we never stop looking for ways to help our manufacturing teams, and yours, save energy and increase productivity. In 2013 Atlas Copco celebrates our 140th birthday. To celebrate this key milestone we are offering a series of gifts: starting with simple air studies for free. We’ll log your plant’s actual air usage, show you ways to save money and compute the payback on any new investments. Sign up now and you’ll receive a limited edition anniversary baseball cap. Register at www.atlascopco.us/mboxusa or call 866-688-9611.
    [Show full text]
  • Simulation of Extrusion of High Density Polyethylene Tubes
    MATEC Web of Conferences 112, 04004 (2017) DOI: 10.1051/matecconf/20171120400 4 IManE&E 2017 Simulation of extrusion of high density polyethylene tubes Antonios Koutelieris1, Kyriaki Kioupi1, Onoufrios Haralampous1, Konstantinos Kitsakis1,2,*, Nikolaos Vaxevanidis3, and John Kechagias1 1Technological Educational Institute of Thessaly, Mechanical Engineering Department, 41110 Larissa, Greece 2University of Western Macedonia, Mechanical Engineering Department, 50100 Kozani, Greece 3School of Pedagogical and Technological Education, Mechanical Engineering Educators Department, 14121 N. Heraklion Attikis, Greece Abstract. The production of extruded polyethylene films rods, tubes and pipes is a typical industrial process that has been extensively investigated over many years. In this study the extrusion of High Density Polyethylene (HDPE) tubes was simulated by using the 3D finite element simulation software StarCCM+®. The simulation was applied in order to examine the influence of design and operational parameters on the characteristics and the soundness of the tube and for optimizing the overall quality of the product. Two alternative die configurations were studied; one with a four inputs head and the other with an eight inputs head. From the results obtained it is concluded that extrusion with the eight inputs head die design results in better overall pipe quality; this design was implemented successfully in an industrial production line. 1 Introduction High-density polyethylene (HDPE) tubes are typically used in many applications such as to convey potable water, waste water, chemicals, etc. HDPE has high strength, toughness, durability and resistance to chemicals. In order to manufacture solid wall pipes the following steps should be followed: heat, melt, mix, and convey the raw material into a mold to achieve the final form.
    [Show full text]
  • Processing of Bioplastics – a Guideline – Photo: Fraunhofer IAP Fraunhofer Photo: Photo: Fraunhofer IAP Fraunhofer Photo: IAP Fraunhofer Photo: Ifbb Photo
    Photo: Fraunhofer IAP Photo: Fraunhofer IAP Processing ofBioplastics Processing Photo: Fraunhofer IAP – aguideline Photo: IfBB Preface For more than 20 years, the Federal Ministry of Food and Agriculture (BMEL) has been promoting, via its project co-ordination agency FNR (Fachagentur Nachwachsende Rohstoffe e. V.), the research and development of energy and products based on renewable raw materials. Bioplastics have always been a major priority in this context. Their promotion has, however, never been closer to real practice than with the collaborative project “Kompetenznetzwerk zur Verarbeitung von Biokunststoffen” (Competence network for the processing of bioplastics), which has been supported financially by the BMEL since the beginning of 2013. With the establishment of four regional centres of excellence for the material-related processing of bio-based polymers, research funding has left the laboratories and placed itself at the side of the user. The goal of the project is, on the one hand, to accelerate the transfer of know-how from research and development to the processors of bioplastics and, on the other hand, to address and resolve the suggestions, questions and problems of, in particular, the many medium-sized companies who genuinely want to pursue innovative approaches. In the past three years, the four alliance partners have moved much closer to this goal. An important result of this work is the brochure which you are holding in your hands today. The brochure provides an overview of the data compiled over the last three years concerning the processing of bioplastics. The brochure primarily represents a showcase which will encourage you to look deeper, as the specific technical data concerning the materials and the processing can be found on the Internet in the corresponding database.
    [Show full text]
  • Food Packaging Technology
    FOOD PACKAGING TECHNOLOGY Edited by RICHARD COLES Consultant in Food Packaging, London DEREK MCDOWELL Head of Supply and Packaging Division Loughry College, Northern Ireland and MARK J. KIRWAN Consultant in Packaging Technology London Blackwell Publishing © 2003 by Blackwell Publishing Ltd Trademark Notice: Product or corporate names may be trademarks or registered Editorial Offices: trademarks, and are used only for identification 9600 Garsington Road, Oxford OX4 2DQ and explanation, without intent to infringe. Tel: +44 (0) 1865 776868 108 Cowley Road, Oxford OX4 1JF, UK First published 2003 Tel: +44 (0) 1865 791100 Blackwell Munksgaard, 1 Rosenørns Allè, Library of Congress Cataloging in P.O. Box 227, DK-1502 Copenhagen V, Publication Data Denmark A catalog record for this title is available Tel: +45 77 33 33 33 from the Library of Congress Blackwell Publishing Asia Pty Ltd, 550 Swanston Street, Carlton South, British Library Cataloguing in Victoria 3053, Australia Publication Data Tel: +61 (0)3 9347 0300 A catalogue record for this title is available Blackwell Publishing, 10 rue Casimir from the British Library Delavigne, 75006 Paris, France ISBN 1–84127–221–3 Tel: +33 1 53 10 33 10 Originated as Sheffield Academic Press Published in the USA and Canada (only) by Set in 10.5/12pt Times CRC Press LLC by Integra Software Services Pvt Ltd, 2000 Corporate Blvd., N.W. Pondicherry, India Boca Raton, FL 33431, USA Printed and bound in Great Britain, Orders from the USA and Canada (only) to using acid-free paper by CRC Press LLC MPG Books Ltd, Bodmin, Cornwall USA and Canada only: For further information on ISBN 0–8493–9788–X Blackwell Publishing, visit our website: The right of the Author to be identified as the www.blackwellpublishing.com Author of this Work has been asserted in accordance with the Copyright, Designs and Patents Act 1988.
    [Show full text]
  • Impact of Extrusion Process on Product Quality
    International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 01 | Jan 2019 www.irjet.net p-ISSN: 2395-0072 IMPACT OF EXTRUSION PROCESS ON PRODUCT QUALITY Sunil Kumar1, P.S Rao2 1ME Scholar (171222-Modular), Mechanical Engineering, NITTTR CHANDIGARH 2Associate Professor, Mechanical Engineering, NITTTR CHANDIGARH -------------------------------------------------------------------------***------------------------------------------------------------------------ ABSTRACT - This paper is based on impact analysis of extrusion process on quality of product. Approximately large number of manufacturers experienced a problem in product quality in established extrusion pipe manufacturing process to compete the customer demand. To ensure product quality in present extrusion pipe manufacturing process, it is compulsory to identify, control, and regular monitoring of all quality parameters to ensure product quality. Some of the important parameters are based on the condition of equipment used in process, operating conditions, temperatures, pressures, dies quality, and used materials. So many problems faced by the manufacturers to minimize defect in the final products which directly affect the cost of product as well as product life. The purpose of this paper is to focus to analyze the various defects in the extrusion process, to access its impact on the product quality and to suggest the mitigation & remedies for the improvement of extrusion process for better product quality and life. Keywords: Extrusion process, Defects in plastic pipe, Impact of defect, Product quality INTRODUCTION Manufacturing of plastic products in India started 60-62 years ago with the countries. The Indian plastics market is comprised of around 25,000 companies and employs 3 million people. The domestic capacity for plastic production was more than 6.72m tonnes in 2016-17.
    [Show full text]
  • 2017 ANTEC Extrusion Program New This Year at ANTEC ...Ask the Experts
    SPRING 2017 A Message From the Chair VOLUME 42, ISSUE 1 The past year and likely the next few years will be characterized by many changes for the Extrusion Division and the SPE as a whole. Many long time Board My Plastics Life 3 Members either are retiring, or will be retiring soon, so the torch must be effectively passed to the younger generation. As such, many long term paradigms and methods of operation may be challenged: 1.What are the goals of the Extrusion Division as a whole going forward? ANTEC Extrusion 11 2.What does the membership expect and how can we Program increase membership and participation in the SPE and the Extrusion Division? 3.How can we make membership in the SPE and participation on the Board a positive and rewarding experience? 4.What role will ANTEC play in the future and will it Optimize Feeding in 14 survive, and if so, how can we change the venue to Compounding attract more of the membership and be more cost effective? It will not be possible to expand on all of these points in this message, but I would like to comment on a new strategy being directed at ANTEC this year. In the past few years the number of submitted technical papers has dropped significantly. While this presents a challenge, it also offers an Tech Tips: Identifying 15 opportunity to restructure our ANTEC offering. While there will always be a forum at ANTEC for new Screw Wear technology and an open invitation for the membership to submit technical papers, it is imperative that we adjust the offering to cover a broader range of information relevant to the needs of the membership.
    [Show full text]
  • Comparison and Analysis of Biobased/Biodegradable and Petrochemical Cutlery Flexibility" (2011)
    Iowa State University Capstones, Theses and Graduate Theses and Dissertations Dissertations 2011 Comparison and analysis of biobased/ biodegradable and petrochemical cutlery flexibility Brian J. Demmer Iowa State University Follow this and additional works at: https://lib.dr.iastate.edu/etd Part of the Bioresource and Agricultural Engineering Commons Recommended Citation Demmer, Brian J., "Comparison and analysis of biobased/biodegradable and petrochemical cutlery flexibility" (2011). Graduate Theses and Dissertations. 12136. https://lib.dr.iastate.edu/etd/12136 This Thesis is brought to you for free and open access by the Iowa State University Capstones, Theses and Dissertations at Iowa State University Digital Repository. It has been accepted for inclusion in Graduate Theses and Dissertations by an authorized administrator of Iowa State University Digital Repository. For more information, please contact [email protected]. Comparison and analysis of biobased/biodegradable and petrochemical cutlery flexibility by Brian John Demmer A thesis submitted to the graduate faculty in partial fulfillment of the requirements for the degree of MASTER OF SCIENCE Major: Industrial & Agricultural Technology Program of Study Committee: David Grewell, Major Professor Steven Freeman Carolyn Heising Iowa State University Ames, Iowa 2011 Copyright © Brian John Demmer, 2011. All rights reserved. ii DEDICATION This paper is dedicated to my loving family and friends iii TABLE OF CONTENTS LIST OF TABLES ....................................................................................................................v
    [Show full text]
  • PROJECT REPORT of BIODEGRADABLE PLASTIC
    PROJECT REPORT Of BIODEGRADABLE PLASTIC BAGS (PLA BASED) PURPOSE OF THE DOCUMENT This particular pre-feasibility is regarding Biodegradable Plastic Bags (PLA Based). The objective of the pre-feasibility report is primarily to facilitate potential entrepreneurs in project identification for investment and in order to serve his objective; the document covers various aspects of the project concept development, start-up, marketing, finance and management. [We can modify the project capacity and project cost as per your requirement. We can also prepare project report on any subject as per your requirement.] M/s Institute of Industrial Development A Unit of M/s SAMADHAN Samiti KVIC Pavilion, Gandhi Darshan, Raj Ghat, New Delhi 110002 Head office: Samadhan Tower, 27/1/B, Gokhle Marg, Lucknow-226001 Website: www.iid.org.in Email: [email protected] BIODEGRDABLE PLATSIC BAGS (PLA BASED) MANUFACTURING 1. INTRODUCTION The term “Biodegradable” refers to anything or substances that can be degraded by the natural forces and micro-organisms and Bio-degradable plastics refer to those plastics that can be decomposed by the micro-organisms and also natural factors such as rain, sunlight, etc. Hence these bags will not pose to be a threat to the environment. Plastic bags can be made “Oxo-biodegradable” by manufacturing theme from the normal polyethylene or the polypropylene and then incorporating an additive that can cause them to degrade and then biodegradation of the polymer by oxidation. Fig.: Biodegradable Plastic Bags and PLA pellets The global production capacity of the biodegradable plastic bags reached around 1.17 million tons in 2019. Polylactic Acid (PLA) based is probably the most well-known biodegradable plastic but besides that there are about 20 groups of biodegradable plastic polymers.
    [Show full text]
  • How Plastic Extrusion Works
    32 Park Street PO Box 40-924 Upper Hutt How Plastic Extrusion Works In the extrusion process, plastic resin beads are fed into a hopper, along with any colours or additives. Heat is applied and the resin then feeds the beads down through onto a large spinning screw within a horizontal barrel. The beads pass through the barrel on the screw while being heated to the melting temperature specific to that type of plastic. By the time it meets the end of the screw the plastic is thoroughly mixed and has a consistency like thick bubble gum. At the end of the screw the extruded plastic flows across a screen and a breaker plate which serves two functions. The screen removes the containments or inconsistencies in the plastic, and the breaker plate changes the motion of the plastic from rotational to longitudinal. It’s now ready for the die. The continuous flow of molten plastic is forced through the die, and the plastic is then cooled. Depending on the shape of the die opening many different parts can be made including tube, piping and profiles. Although it is possible, and sometimes necessary, to shape the plastic flow downstream after it leaves the die, it is the shape of the die opening that determines the shape of the finished product. While the die determines the shape of the plastic flow, many different methods are used downstream to make different parts. The technique of making pipe differs from that of making profiles. In some instances a cooling water bath may be used while other times air jets, water sprays, fans, vacuum boxes or just air in the room may be used.
    [Show full text]
  • Environmental Payback Periods of Reusable Alternatives to Single-Use Plastic Kitchenware Products
    Environmental Payback Periods of Reusable Alternatives to Single-Use Plastic Kitchenware Products By: Hannah Fetner A thesis submitted in partial fulfillment of the requirements for the degree of Master of Science (Natural Resources and Environment) in the University of Michigan 04/2021 Thesis Committee: Professor Shelie A Miller, Chair Professor Gregory Keoleian ii Abstract Many consumers are transitioning away from single-use plastic products and turning to reusable alternatives. Oftentimes this change is being made with the assumption that these alternatives have fewer environmental impacts; however, reusable products are frequently made from more environmentally-intensive materials and have use phase impacts. This study used LCA to examine the GWP, water consumption and primary nonrenewable energy use associated with reusable alternatives for single-use plastic kitchenware products, and determined environmental payback periods. Payback periods are calculated for each reusable alternative and defined as the number of times a consumer must re-use an alternative in order for the environmental impact per use to be equivalent to the environmental impact for the single-use product. The research explored the sensitivity of the results to different consumer washing and reuse behaviors, as well as local conditions such as overall transportation distances and the carbon intensity of different electricity grids. Product types studied included straws (4 reusable, 2 single-use), sandwich storage (2 reusable, 3 single-use), coffee cups (3 reusable, 2 single-use) and forks (1 single-use, 3 reusable). Environmental impacts associated with the reusable alternatives were highly dependent on the use phase due to dishwashing, making payback period sensitive to washing frequency and method, and for GWP, carbon intensity of the energy grid (used for water heating).
    [Show full text]