PAPER making! The e-magazine for the Fibrous Forest Products Sector
Produced by: The Paper Industry Technical Association
Publishers of: Paper Technology International ®
Volume 10 / Number 1 / 2024
PAPER making! FROM THE PUBLISHERS OF PAPER TECHNOLOGY INTERNATIONAL ® FROM THE PUBLISHERS OF PAPER TEC Volume 10, Number 1, 2024 CONTENTS:
FEATURE ARTICLES: 1. Corrugated : Deciphering Double-Walled Corrugated Board Geometry. 2. Tissue : Eco-friendly Sanitary Napkins made from Natural Fibres. 3. Chemistry : Spherical Polyelectrolyte Brushes as Flocculants and Retention Aids. 4. Artificial Intelligence : Paper Quality Enhancement using Machine Learning. 5. Water Treatment : Catalytic Ozonation for Pulp / Paper Mill Wastewater Treatment. 6. Sustainabililty : Sustainable Operations in Paper and Pulp Industry. 7. Wood Panel : Challenges for Recycling Medium-Density Fibreboard (MDF). 8. Packaging : Evaluating Hemp Bast Fibres in the Production of Packaging Paper. 9. LinkedIn Tips : 10 Time-Saving and Effective LinkedIn Hacks. 10. Packing a Suitcase : 12 Proven Packing Tips for Smarter and Lighter Packing. 11. Word Hacks : 6 Microsoft Word Hacks You Need to Know in 2024. 12. Working at Height : 10 Working at Height Tips that might Save a Life.
SUPPLIERS NEWS SECTION: News / Products / Services : x
Section 1 – PITA CORPORATE MEMBERS ABB / KEMIRA / VALMET Section 2 – PITA NON-CORPORATE MEMBERS VOITH
x
x Section 3 – NON-PITA SUPPLIER MEMBERS PULPAC / TOSCOTEC Advertisers: ABB / BLACKBURN CHEMICALS / PAPERMACHINE CONSULTANCY SERVICES LTD. / SPRAYING SYSTEMS / VAKUO / VALMET
DATA COMPILATION: Events : PITA Courses & International Conferences / Exhibitions
Installations : Overview of equipment orders and installations between Nov. and Feb. Research Articles : Recent peer-reviewed articles from the technical paper press. Technical Abstracts : Recent peer-reviewed articles from the general scientific press. The Paper Industry Technical Association (PITA) is an independent organisation which operates for the general benefit of its members – both individual and corporate – dedicated to promoting and improving the technical and scientific knowledge of those working in the UK pulp and paper industry. Formed in 1960, it serves the Industry, both manufacturers and suppliers, by providing a forum for members to meet and network; it organises visits, conferences and training seminars that cover all aspects of papermaking science. It also publishes the prestigious journal Paper Technology International ® and the PITA Annual Review , both sent free to members, and a range of other technical publications which include conference proceedings and the acclaimed Essential Guide to Aqueous Coating .
Contents
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PAPER making! FROM THE PUBLISHERS OF PAPER TECHNOLOGY INTERNATIONAL ® FROM THE PUBLISHERS OF PAPER TEC Volume 10, Number 1, 2024
Deciphering Double-Walled Corrugated Board Geometry Using Image Analysis and Genetic Algorithm MACIEJ ROGALKA 1 , JAKUB KRZYSZTOF GRABSKI 1 & TOMASZ GARBOWSKI 2 Corrugated board, widely used in the packing industry, is a recyclable and durable material. Its strength and cushioning, influenced by geometry, environmental conditions like humidity and temperature, and paper quality, make it versatile. Double-walled (or five-ply) corrugated board, comprising two flutes and three liners, enhances these properties. This study introduces a novel approach to analyze 5-layered corrugated board, extending a previously published algorithm for single-walled boards. Our method focuses on measuring layer and overall board thickness, flute height, and center lines of each layer. Integrating image processing and genetic algorithms, the research successfully developed an algorithm for precise geometric feature identification of double-walled boards. Images were recorded using a special device with a sophisticated camera and image sensor for detailed corrugated board cross-sections. Demonstrating high accuracy, the method faced limitations only with very deformed or damaged samples. This research contributes significantly to quality control in the packaging industry and paves the way for further automated material analysis using advanced machine learning and image sensors. It emphasizes the importance of sample quality and suggests areas for algorithm refinement to enhance robustness and accuracy. Contact information: 1 Institute of Applied Mechanics, Poznan University of Technology, Jana Pawla II 24, 60- 965 Poznań, Poland 2 Department of Biosystems Engineering, Poznan University of Life Sciences, Wojska Polskiego 50, 60- 627 Poznań, Poland Preprints.org (www.preprints.org) – not peer-reviewed. doi: 10.20944/preprints202401.1721.v1 Creative Commons CC BY License,
The Paper Industry Technical Association (PITA) is an independent organisation which operates for the general benefit of its members – both individual and corporate – dedicated to promoting and improving the technical and scientific knowledge of those working in the UK pulp and paper industry. Formed in 1960, it serves the Industry, both manufacturers and suppliers, by providing a forum for members to meet and network; it organises visits, conferences and training seminars that cover all aspects of papermaking science. It also publishes the prestigious journal Paper Technology International ® and the PITA Annual Review , both sent free to members, and a range of other technical publications which include conference proceedings and the acclaimed Essential Guide to Aqueous Coating .
Article 1 – Double-Walled Corrugated Board Geometry
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Disclaimer/Publisher’s Note: The statements, opinions, and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions, or products referred to in the content. Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024 doi:10.20944/preprints202401.1721.v1
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© 2024 by the author(s). Distributed under a Creative Commons CC BY license.
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doi:10.20944/preprints202401.1721.v1
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doi:10.20944/preprints202401.1721.v1
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doi:10.20944/preprints202401.1721.v1
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ȱ ȱśǯȱ ȱȱ¡ȱ¡ȱȱȱȱȱȱ ȱǯȱ
ȱȱȱȱȱȱȱȱȱ݀ ǰȱȱȱȱ ȱ ¡ȱȱȱȱȱȱ ȱȱȱǯȱ ȱȱȱ¡ȱȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
ȱ
ŝȱ
ൌ ͳܰ ܥ ȁܷ ܲܧܮ ሺ ݔ ሻെ ܲܧܮܮ ሺ ݔ ሻȁǡ ேି ଵ ௫ୀ ȱ
ǻŗǼ
ȱ ݔ ȱ ȱȱȱ¡ǰȱȱܰ ܥ ൌͺͲͲ ȱ ȱȱȱȱȱǯȱ ȱȱȱȱȱȱȱǰȱȱ¡ȱȱȱȱ ȱȱ ȱȱȱ¡ȱȱȱȱȱȱȱ ȱȱ ȱ¡ǯȱȱȱȱȱȱȱ¡ȱȱ ݕ ൌܽ ݔ ܾ ǰȱ ǻŘǼ ݕ ൌܽ ݔ ܾ ǡ ǻřǼ ȱܽ ȱ ȱܾ ȱȱȱȱȱȱȱȱ¡ǰȱ ȱܽ ȱ ȱܾ ȱ ȱȱ ȱȱȱ ȱȱ¡ǯȱ ŘǯŘǯřǯȱȱȱȱȱ ȱȱ ȱȱǰȱȱȱȱȱȱȱȱȱȱǯȱȱ¢ȱ ȱ ȱȱȱȱȱȱȱȱ£ȱȱȱȱȱǯȱ¢£ȱȱ ȱȱ ȱ¡ȱȱȱ ȱȱȱǰȱȱȱȱǽŘśǾǰȱ ȱȱȱȱȱ ¡ȱȱȱȱȱȱȱȱȱȱǯȱȱȱȱȱ£¢ǰȱ ȱȱȱ¡ȱȱȱȱȱȱȱȱ¢ǯȱǰȱȱȱȱȱ ȱȱȱȱȱȱȱȱȱȱȱȱ¡ȱȱȱȱ ǯȱ ȱȱȱȱȱśȬ¢ȱȱȱǰȱ ȱȱȱřȱȱȱŘȱǰȱřȱ ȱ¡ȱȱ ¢ȱȱȱȱȱǯȱ ȱȱȱȱȱ ȱȱȱȱ ȱȱ¡ȱȱȱǰȱȱȱȱȱȱ£¢Ȯ ¢ȱȱ ȱřŖȱ ȱȱȱȱȬȱ¢ȱ ȱǯȱǰȱȱȱ ȱ ¡ȱȱȱȱȱȱȱȱŘŖǰȱȱȱȱȱȱȱȱ¡ȱ ȱȱȱ ŖǯŚȱȱȱȱ¡ȱǯȱȱŜȱȱȱȱ ȱȱȱȱȱ ȱ řȱȱ¡ȱǯȱ ȱȱȱ ȱȱȱȱȱȱȱȱ¢ȱȱ ȱȱȱȱȱȱǯȱȱȱ¢ȱȱȱȱȱȱȱ ¢ȱȱȱǯȱ ȱȱǰȱȱ ȱȱȱȱȱȱ¢£ǯȱȱȱȱ¡ǰȱȱȱ ȱȱȱřȱǯȱȱȱȱȱȱȱȱȱǯȱȱȱǻȱȱ ȱǼȱȱȱȱȱȱ ȱ ȱȱȱ¡ȱȱȱȱ ȱȱȱȱŜǯȱ ȱȱŜǰȱȱǰȱǰȱȱȱȱȱȱȱȱǰȱ ǰȱȱǰȱ¢ǯȱ ȱȱȱȱǰȱȱȱȱȱȱDZȱ ŗǯ ȱȱ¡ȱܵ ௫ ȱ ȱǯȱ Řǯ ȱȱȱ ȱȱȱȱȱȱȱȱŖǯş ܵ ௫ ȱ ǻȱ ȱȱ ȱ ȱ ǰȱȱŖǯş ͷܵ ௫ ȱȱȱȱǼȱȱ ȱǯȱ ȱȱȱȱȱȱ ȱȱȱȱȱȱȱ¢ȱȱȱȱȱȱŜǯȱ řǯ ȱȱ ȱȱȱ ȱȱȱȱȱȱȱȱܾ ௌ ǰȱܾ ௌ ȱ ȱܾ ௌ ȱ ȱȱǰȱǰȱȱȱǰȱ¢ǯȱ ȱȱśȬ¢ȱȱȱǰȱȱȱȱȱȱȱȱȱ ¢ȱ ȱ ȱ ǯȱ ǰȱ ȱ ȱ ȱ ¡ȱ ȱ ȱ ȱ ȱ ȱ ȱ ǯȱȱȬ ȱȱȱȱ¢ȱȱǻȱŚǼȱȱȱǯȱȱ ȱȱȱȱ ȱ ȱȱ א ݕ ൏ ݕ ௧ଵ െʹͲǡ ݕ ௧ଶ ʹͲ ǰȱ ȱ ݕ ௧ଵ ȱ ȱ ݕ ௧ଶ ȱ ȱ ȱȱȱȱȱȱȱȱȱȱŜǯȱȱȱȱȱȱ ȱ¡ȱȱȱȱȱ ȱȱȱ ȱ¡ȱȱȱȱȱȱȱȱȱ ȱȱȱȱȱȱȱȱ ǯȱȱȱ¡ȱȱȱȱȱȱ ȱȱȱȱȱȱ¢ȱ ȱȱ ȱ¡ȱȱǯȱ ȱȱȱ¡ȱDZȱ ݕ ൌܽ ݔ ܾ ǰȱ ǻŚǼ
݀
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
ȱ
Şȱ
ȱܽ ȱ ȱܾ ȱȱȱȱȱȱȱȱ¡ǯȱȱŝȱ ȱȱ ȱȱǯȱ ȱȱȱȱȱ ȱȱȱȱȱȱȱȱȱ¡ȱȱ ȱǻŘǼǰȱǻřǼǰȱȱǻŚǼǯȱȱ¢ȱȱȱȱ݂݈ ݃݊݅ݐݑ ଵ ȱȱȱ ȱȱȱ ȱȱ ݕ ଵ ൌܽ ݔ ܾ ܾ ௌ ǰȱ ǻśǼ ݕ ଵ ൌܽ ݔ ܾ െܾ ௌ ǡ ǻŜǼ ȱȱȱȱ݂݈ ݃݊݅ݐݑ ଶ ȱ ݕ ଶ ൌܽ ݔ ܾ ܾ ௌ ǰȱ ǻŝǼ ݕ ଵ ൌܽ ݔ ܾ െܾ ௌ Ǥ ǻŞǼ ȱ¢ȱȱȱȱȱȱŞȱȱȱȱǰȱ ȱȱȱȱȱȱ ȱ¢ ǯȱȱȱȱȱ¡ȱȱȱȱ ȱ ȱ¢ȱǰȱȱȱ ǰȱ¢ǰȱȱȱȱ¡ȱDZȱ ݕ ௧ଵ ൌܽ ௧ଵ ݔ ܾ ௧ଵ ǡ ǻşǼ ݕ ௧ଶ ൌܽ ௧ଶ ݔ ܾ ௧ଶ ǡ ȱ ǻŗŖǼ ȱܽ ଵ௧ ǰȱܽ ଶ௧ ǡܾ ଵ௧ ǡܾ ଶ௧ ȱȱȱȱȱȱǯȱ
ȱ
ȱ
ǻ Ǽȱ ǻ Ǽȱ ȱŜǯȱ ȱ ȱȱȱȱ£ȱȱȱȱȱȱDZȱǻ Ǽȱȱ ȱȱȱ ǻȱǼȱȱȱȱȱǻȱǼDzȱǻ ǼȱȱȱǻǼǰȱȱǻǼȱȱ ȱǻǼȱ Ȃȱǯȱ
ȱ
ȱŝǯȱ ¢ȱȱ ȱȱȱǻǼȱȱȱǻǼȱ¡ȱȱȱȱȱȱȱ ȱ¡ȱǻǼǯȱ
ȱȱȱȱȱȱȱ¡ȱȱȱ ȱȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
ȱ
şȱ
ܪ ଵ ൌ ͳܰ ܥ ȁ ݕ ଵ ሺ ݔ ሻെ ݕ ଵ ሺ ݔ ሻȁ ேି ଵ ௫ୀ ܪ ଶ ൌ ͳܰ ܥ ȁ ݕ ଶ ሺ ݔ ሻെ ݕ ଶ ሺ ݔ ሻȁ ேି ଵ ௫ୀ ൌ ͳܰ ܥ ȁሺܽ െܽ ሻ ݔ ܾ ܾ ௌ െܾ ܾ ௌ ȁ ேି ଵ ௫ୀ ൌ ͳܰ ܥ ȁሺܽ െܽ ሻ ݔ ܾ ܾ ௌ െܾ ܾ ௌ ȁ ேି ଵ ௫ୀ Ǥ ȱ ǻŗŘǼ ȱȱ ȱǰȱȱȱȱȱȱȱ ȱȱȱȱȱȱȱ ǯȱ ǡ ǻŗŗǼ
ȱ ȱŞǯȱ ȱ¢ȱȱ ȱ¢ȱȱȱȱȱȱȱȱ݂݈ ݃݊݅ݐݑ ͳ ȱ ǻȱ Ǽȱȱ݂݈ ݃݊݅ݐݑ ʹ ȱǻȱǼǰȱȱȱȱȱǻ¢ ȱǼǯȱ ŘǯŘǯŚǯȱȱȱȱȱ ¡ǰȱȱ¢ȱȱȱ£ǯȱȱȱȱȱȱȱȱȱȱşǯȱȱ ȱȱȱȱȱȱȬȱȱȱȱȱȱȱȱȱȱ ȱȱȱȱȱȱǯȱȱȱȱȱȱȱȱȱ£ȱȱ ȱȱȱȱ ȱǯȱȱȱǰȱȱȱȱ ȱȱȱȱȱśŖȱ ¡ȱȱǰȱȱȱŞǯȱ ȱ ȱ ȱ ȱ ȱ ȱ ¢ȱ ȱ ȱ ȱ ȱ ȱ ȱ ǯȱȱܶ ୧୫୧୬ ȱ ȱܶ ୧୫ୟ୶ ȱ ǻȱȱȱȱȱȱȱ¡ȱȱ݅ ȬȱǼȱȱ ȱȱȱȱȱ ȱȱȱȱȱȱȱǰȱ ȱřȱ ȱȱȱȱȱȱǰȱ ȱȱȱȱǰȱȱȱŞǯȱȱȱ ȱ ȱȱȱȱȱȱ¡ȱȱȱȱȱȱ ǯȱ ȱ ȱܶ ୧୫୧୬ ൌͲǤͷ݀݅ ୧ୟ୴ ǰȱ ȱܶ ୫ୟ୶ ൌ͵݀݅ ୧୫ୟ୶ ȱȱǰȱ ȱ݀݅ ୧ୟ୴ ȱ ȱ ȱ ȱ ȱ ȱȱȱȱȱȱřȱȱǰȱȱ݀݅ ୧୫ୟ୶ ȱ ȱ ȱ ¡ȱ ȱȱȱȱ ȱȱȱȱȱ݅ Ȭȱǯȱ ȱȱȱȱ¢ȱ ǰȱǯǯǰȱȱȱȱȱȱȱȱȱȱȱȱȱȱǰȱȱ ȱȱܶ ୧୫୧୬ ൌͷͲ ǰȱܶ ୧୫ୟ୶ ൌͺͲͲ ȱ ȱǯȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
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ŗŖȱ
ȱ
ȱ
ȱ
ǻ Ǽȱ ǻ Ǽȱ ȱ Şǯȱ ǻ Ǽȱ ȱ ȱ ȱ £ȱ Dzȱ ǻ Ǽȱ ȱ ȱ £ȱ ȱ ȱ ȱȱDzȱǻ Ǽȱȱȱȱȱȱȱȱȱǯȱ ǻ Ǽȱ ŘǯŘǯśǯȱȱȱȱ ȱȱȱȱȱ¡ȱ ȱȱ ȱ ȱ ǽŘśǾȱȱȱȱȱȱȱȱ ǰȱȱȱȱȱȱǰȱȱȱȱ¢ȱȱǯȱ ȱȱȱȱ Ȭ ȱȱȱǰȱȱȱȱȱȱȱȱȱȱȱ ¢ǯȱ ȱȱȱȱȱȱȱȱǰȱȱ ȱȱȱȱ ¡ȱ ȱȱȱDZȱ ݕ ௨௧ ൌܽ ௧ ݔ ܾ ௧ െ ܣ ൬߮ ʹ ܶߨ ݔ ൰ǡ ǻŞǼ ȱ ȱ ȱܽ ௧ ǰȱܾ ௧ ǰȱ ȱ ȱ ܣ ൌ ܪ Ȁʹ ȱ ȱ ȱ ȱ ȱȱȱȱȱȱȱȱǯȱȱȱȱȱȱȱ ȱȱȱȱ ȱDZȱȱȱ߮ ȱ ȱȱȱܶ ǰȱ ȱ ȱ ȱȱȱ¡ȱǻ݅ ൌͳǡʹ Ǽǯȱ ȱȱȱȱȱȱȱȱȱȱȱȱȱǯȱ ȱȱǰȱȱȱȱȱȱȱȱȱȱ¢ȱȱȱȱǰȱȱ ȱȱȱşǯȱȱȱȱȱ£ȱȱȱȱ ȱ ȱȱȱǰȱȱȱ ȱȱȱ¡ȱȱȱǯȱȱȱȱ߮ ȱ ȱȱܶ ȱ ȱȱȱ ¢ȱ߮ ୫୧୬ ൌͲ ǰȱ߮ ୫ୟ୶ ൌʹ ߨ ǰȱܶ ୧୫୧୬ ǰȱȱܶ ୧୫ୟ୶ ǰȱ ȱ ȱȱȱȱ¡ǯȱȱȱȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ¡ȱ ȱ ȱ ȱ ȱ ȱ ȱ ¡ȱ ȱ ȱǻŝǼȱȱǻŞǼȱǻȱȱȱ¢£ȱǼȱȱȱȱ߮ ȱ ȱܶ ǯȱ ¢ȱȱȱǰȱȱ ȱȱ ȱ£DZȱ • ¡ȱȱȱDZȱśŖŖDzȱ • ȱ£DZȱŗŖŖDzȱ • ȱ¢DZȱŖǯŗśDzȱ • ȱȱDZȱŖǯŖŗDzȱ • ȱ¢DZȱŖǯŘDzȱ • ȱDZȱŖǯŘDzȱ • ȱ¢DZȱǯȱ ȱ¡ȱȱȱȱȱȱȱȱȱȱşǯȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
ȱ
ŗŗȱ
ȱ
ȱ
ǻ Ǽȱ ǻ Ǽȱ ȱşǯȱ ǻ ǼȱȱȱDzȱǻ Ǽȱȱ¡ȱȱȱȱȱȱȱ£ȱȱ ȱȱȱȱǻȱǼǯȱ ŘǯŘǯŜǯȱȱȱȱȱȱ¢ȱȱ ȱ ŗŖȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ¢ǯȱȱ¡ȱȱȱȱȱȱȱȱȱȱȱȱȱȱ ¡ȱȱȱȱȱȱȱȱǯȱ ȱȱȱȱ ȱȱȱȱȱ¢ȱȱǯȱȱȱ¢ȱȱȱȱȱ ȱȱȱ¢ȱȱȱȱȱȱȱȱǯȱȱȱȱȱ ȱǰȱ ȱȱȱȱȱǰȱȱȱȱǯȱȱȱȱȱȱȱ ȱȱȱȱȱȱȱȱǰȱ¢ǯȱȱȱȱȱȱȱ ȱȱȱ ȱȱȱȱȱȱȱǯȱȱŗŗȱ ȱȱ¡ȱȱȱ ǯȱ
ȱ ȱ ŗŖǯȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ Ȯȱ ǰȱ ȱȱȱȱȮȱȱȱȱȱȱȱǰȱȱȱ ȱȱ ǯȱȱȱȱȱȱȱȱȱȱȱǯȱ
ȱ ȱŗŗǯȱ ȱ¡ȱȱȱȱȱ¢ȱ¢ȱȱȱǯȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
ȱ
ŗŘȱ
řǯȱȱ ȱȱȱ ȱȱȱȱ¢ȱȱȱȱȱ¢ȱȬ ȱȱȱȱȱȱ¢ȱȱǯȱ¢ǰȱȱȱȱ ȱ¢ȱȱȱȬȱȱ¢ȱȱȱȱȱǯȱ ȱŗŘȱȱȱȱȱ¡¢ȱȱȱȱ ȱǰȱǰȱǰȱȱ ȱ ǯȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ¡ȱ ȱ ȱ ȱ £ȱȱȱŗǯȱ
ȱ
ȱ
ǻ Ǽȱ
ǻ Ǽȱ
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ȱ
ǻ Ǽȱ
ǻ Ǽȱ
ȱ
ȱ
ǻ Ǽȱ
ǻ Ǽȱ
ȱ
ȱ
ǻ Ǽȱ
ǻ Ǽȱ
ȱŗŘǯȱ £ȱȱȱ£ȱȱȱȱȱDZȱǻ ǼȱȱȱDzȱǻ Ǽȱ ȱȱȱȱȱȱȱDzȱǻ ǼȱȱȱDzȱǻ Ǽȱȱȱȱȱȱȱ ȱDzȱǻ ǼȱȱȱDzȱǻ ǼȱȱȱȱȱȱȱȱDzȱǻ ǼȱȱȱDzȱ ǻ Ǽȱȱȱȱȱȱȱȱǯȱ ȱŗǯȱ ȱȱȱȱȱȱȱȱȱȱ ȱȱǰȱ ǰȱȱȱǯȱ ȱ
ȱȱ ȱȱ ȱȱ ȱȱ ǽ¡Ǿȱ ǽǾȱ ǽ¡Ǿȱ ǽǾȱǽ¡ǾȱǽǾȱ ǽ¡Ǿȱ ǽǾȱ݂݈ ŗŜśȱ řǯŗřȱ ŗřřȱ Řǯśřȱ ŗŝśȱ řǯřŚȱ śşȱ ŗǯŗŘȱ݂݈ řşŜȱ ŝǯŚŞȱ řŚŝȱ ŜǯśŜȱ ŚŘřȱ ŝǯşşȱ ŗşŖȱ řǯśşȱ݂݈ ŗŖŝȱ ŘǯŖřȱ ŜŚȱ ŗǯŘŘȱ ŜŚȱ ŗǯŘŘȱ śŞȱ ŗǯŗȱ݂݈ ŘŜśȱ śǯŖŗȱ ŗŞŚȱ řǯŚŞȱ ŗşŚȱ řǯŜŝȱ ŗşŘȱ řǯŜřȱ řŗŘȱ śǯşřȱ ŘŚśȱ ŚǯŜŜȱ ŘŝŜȱ śǯŘŚȱ ŗŜŗȱ řǯŖŜȱ
݁ݐݑ ଵ ݁ݐݑ ଵ ݁ݐݑ ଶ ݁ݐݑ ଶ
ȱȱ ȱ ȱȱ ȱ ȱȱ ȱ ȱȱ
ȱȱ
ȱȱ ȱ
řşȱ ŖǯŝŚȱ řřȱ ŖǯŜřȱ ŘŖȱ ŖǯřŞȱ ŗŞȱ ŖǯřŚȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
ȱ
ŗřȱ
ȱȱ ȱ ȱȱ ȱ
ŗŘȱ ŖǯŘřȱ ŗśȱ ŖǯŘŞȱ ŗşȱ ŖǯřŜȱ ŗŞȱ ŖǯřŚȱ
ŗŝȱ ŖǯřŘȱ Řŗȱ ŖǯŚȱ ŗŝȱ ŖǯřŘȱ Řśȱ ŖǯŚŝȱ݂݈ ݁ݐݑ ଵ ȱ ȱ ȱ ŘŘȱ ŖǯŚŘȱ ŗşȱ ŖǯřŜȱ ŘŖȱ ŖǯřŞȱ ŗŜȱ ŖǯřŖȱ݂݈ ݁ݐݑ ଶ ȱ ȱ ȱ ŗŝȱ ŖǯřŘȱ ŗŝȱ ŖǯřŘȱ ŘŖȱ ŖǯřŞȱ ŗřȱ ŖǯŘśȱ
ȱȱȱȱȱȱȱȱȱȬ ȱȱȱȱ ǽŘśǾǯȱ ȱȱȱȱ ȱȱȱȱȱ¢ȱȱȱȱȱȱȱȱȱȱȱȱ ȱ¢ȱȱȱȱǯȱ¢ȱȱȱȱȱǰȱǯǯǰȱȱȱȱ ȱ ¢ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ǯȱ ȱ ȱ ȱȱȱȱȱȬȱǰȱ ȱȱȱȱȱȱ ȱȱȱȱȱȱȱǯȱ ȱȱŗřǰȱ ȱȱȱȱȱǯȱȱȱȱȱȱȱȱȱȱ¢ȱ ¢ȱ ¢ȱǯȱȱȱȱȱȱȱȱ¢ȱ ȱȱȱȱȱȱǯȱ ȱȱȱȱȱȱȱȱȱȱȱȱ¡ǰȱȱȱȱȱ ȱȱȱȱ¢ȱǯȱ ȱȱǰȱȱȱȱȱȱȱȱ¢ȱ ȱȱȱȱȱȱȱȱȱȱ¢ȱȱȱȱǯȱȱŘȱȱ ȱȱȱȱȱ ȱǯȱ
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ǻ Ǽȱ
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ǻ Ǽȱ ǻ Ǽȱ ȱŗřǯȱ ¡ȱȱȱ ȱȱDZȱǻ ǼȱȱȱDzȱǻ Ǽȱȱȱȱȱ ȱȱȱDzȱǻ Ǽȱȱȱȱ ȱ¢ȱȱDzȱǻ Ǽȱȱȱȱȱ ȱȱȱǯ ȱ ȱŘǯȱ ȱȱȱȱȱȱȱȱȱȱ ȱȱȱ ǻȱȱȱǼǯ ȱ ȱ ȱȱǻǼȱ ȱȱǻǼȱ ǽ¡Ǿȱ ǽǾȱ ǽ¡Ǿȱ ǽǾȱ݂݈ ݁ݐݑ ଵ ȱ ȱȱ ŗŜśȱ řǯŗřȱ ŗŚŚȱ ŘǯŝŚȱ݂݈ ݁ݐݑ ଵ ȱ ȱȱ řşŜȱ ŝǯŚŞȱ řşřȱ ŝǯŚřȱ݂݈ ݁ݐݑ ଶ ȱ ȱȱ ŗŖŝȱ ŘǯŖřȱ ŗŖŚȱ ŗǯşŞȱ݂݈ ݁ݐݑ ଶ ȱ ȱȱ ŘŜśȱ śǯŖŗȱ ŘŜŘȱ Śǯşśȱ ȱȱ řŗŘȱ śǯşřȱ ŘŞŜȱ śǯŚřȱ ȱȱȱ řşȱ ŖǯŝŚȱ řśȱ ŖǯŜŝȱ ȱȱȱ ŗŘȱ ŖǯŘřȱ ŗśȱ ŖǯŘŞȱ ȱȱȱ ŗŝȱ ŖǯřŘȱ ŗŞȱ ŖǯřŚȱ݂݈ ݁ݐݑ ଵ ȱ ȱ ȱ ŘŘȱ ŖǯŚŘȱ Řřȱ ŖǯŚŚȱ݂݈ ݁ݐݑ ଶ ȱ ȱ ȱ ŗŝȱ ŖǯřŘȱ ŗśȱ ŖǯŘŞȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
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ȱŗŚȱ ȱ ȱȱȱȱȱȱ ȱȱȱȱȱȱȱȱ ȱȱǯȱȱȱȱȱȱȱȱ ȱ¢ȱȱȱȱ ȱȱȱȱȮȱ ȱȱȱȱȱȱȱȱȱȱȱȱȱǯȱ ȱȱȱȱȱȱȱ ȱȱȱȱȱȱȱřǯȱ
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ǻ Ǽȱ ǻ Ǽȱ ȱŗŚǯȱ ȱȱ¡DZȱǻ Ǽȱȱȱ ȱDzȱǻ Ǽȱȱȱȱȱȱ ȱȱȱȱ ȱDzȱǻ ǼȱȱȱDzȱǻ Ǽȱȱȱȱȱ ȱȱȱȱȱǯȱ ȱřǯȱ ȱȱȱȱȱȱȱȱȱȱ ȱȱȱ ǻȱȱȱǼǯȱ ȱ ȱȱǻǼȱ ȱȱǻǼȱ ǽ¡Ǿȱ ǽǾȱ ǽ¡Ǿȱ ǽǾȱ݂݈ ݁ݐݑ ଵ ȱȱ ŗřřȱ Řǯśřȱ ŗŖŝȱ ŘǯŖřȱ݂݈ ݁ݐݑ ଵ ȱȱ řŚŝȱ ŜǯśŜȱ řŚřȱ ŜǯŚŞȱ݂݈ ݁ݐݑ ଶ ȱȱ ŜŚȱ ŗǯŘŘȱ ŜŖȱ ŗǯŗŚȱ݂݈ ݁ݐݑ ଶ ȱȱ ŗŞŚȱ řǯŚŞȱ ŗşŖȱ řǯśşȱ ȱȱ ŘŚśȱ ŚǯŜŜȱ ŘŖŜȱ řǯşŗȱ ȱȱȱ řřȱ ŖǯŜřȱ ŘŖȱ ŖǯřŞȱ ȱȱȱ ŗśȱ ŖǯŘŞȱ ŗŘȱ ŖǯŘřȱ ȱȱȱ Řŗȱ ŖǯŚȱ ŗŝȱ ŖǯřŘȱ݂݈ ݁ݐݑ ଵ ȱ ȱ ŗşȱ ŖǯřŜȱ ŘŚȱ ŖǯŚŜȱ݂݈ ݁ݐݑ ଶ ȱ ȱ ŗŝȱ ŖǯřŘȱ ŗşȱ ŖǯřŜȱ ¡ȱȱȱȱŗśȱȱ ȱȱȱȱȱȱȱȱȱȱ ǯȱȱȱȱȱȱȱȱȱǰȱ ȱȱȱȱȱȱȱ ȱȱȱ ǰȱ ȱ ȱȱ¢ȱǯȱȱȱȱȱȱȱȱȱȱȱŚǯȱ ȱȱȱȱȱȱȱȱȱȱ Ȭȱȱ¡ǯȱȱ ȱȱȱȱȱȱȱ ȱȱȱȱȱȱȱȱȱȱȱ ȱȬǯȱȱȱȱǰȱȱȱȱȱȱǰȱȱȱȱȱȱȱȱȱȱ ȱȱȱȱȱȱȱȱȱȱ ȱȱ¢ǯȱ ǰȱ ȱ ȱȱȱ¢ȱȱȱȱǯȱ
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ǻ Ǽȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
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ŗśȱ
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ǻ Ǽȱ
ǻ Ǽȱ
ȱŗśǯȱ ¡ȱȱȱ ȱȱDZȱǻ ǼȱȱȱDzȱǻ Ǽȱȱȱȱȱ ȱȱȱDzȱǻ Ǽȱȱȱȱ ȱ¢ȱȱDzȱǻ Ǽȱȱȱȱȱ ȱȱȱǯ ȱ ȱŚǯȱ ȱȱȱȱȱȱȱȱȱȱ ȱȱȱ ǻȱȱȱǼǯȱ ȱ ȱȱǻǼȱ ȱȱǻǼȱ ǽ¡Ǿȱ ǽǾȱ ǽ¡Ǿȱ ǽǾȱ݂݈ ݁ݐݑ ଵ ȱȱ ŗŝŝȱ řǯřŜȱ ŗŘŚȱ ŘǯřŜȱ݂݈ ݁ݐݑ ଵ ȱȱ ŚřŖȱ Şǯŗřȱ ŚśŜȱ ŞǯŜŘȱ݂݈ ݁ݐݑ ଶ ȱȱ ŜŘȱ ŗǯŗŞȱ śşȱ ŗǯŗŘȱ݂݈ ݁ݐݑ ଶ ȱȱ ŗşřȱ řǯŜśȱ ŗŞşȱ řǯśŝȱ ȱȱ ŘŞŚȱ śǯŚȱ ŘŘŜȱ ŚǯŘşȱ ȱȱȱ ŘŘȱ ŖǯŚŘȱ ŗŜȱ ŖǯřŖȱ ȱȱȱ ŗşȱ ŖǯřŜȱ ŘŖȱ ŖǯřŞȱ ȱȱȱ Řśȱ ŖǯŚŝȱ ŘŜȱ ŖǯŚşȱ݂݈ ݁ݐݑ ଵ ȱ ȱ ŘŖȱ ŖǯřŞȱ ŘŖȱ ŖǯřŞȱ݂݈ ݁ݐݑ ଶ ȱ ȱ ŗşȱ ŖǯřŜȱ ŘŖȱ ŖǯřŞȱ ȱȱ¡ȱȱ ȱȱȱŗŜǰȱ ȱ ȱȱȱȱȱ ȱȱȱ ȱǯȱȱȱȱȱ ȱȱȱ ȱȱȱȱȱȱȱȱ ǰȱ ȱ ȱ ¢ȱ ȱ ȱ ȱ ȱ ¢£ǯȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ǻ¡ȱȱȱǼǯȱǰȱȱȱȱȱȱȱȬȱȱǰȱ ȱȱȱȱȱȱȱȱȱȱȱ¢ǯȱȱȱȱȱ ȱȱ¡¢ȱȱȱȱŗŜǰȱȱȱȱȱȱȱȱȱȱ¢Dzȱ ǰȱȱȱȱ ǯȱȱ¡ȱȱȱȱȱȱȱȱȱ ǯȱȱśȱȱȱȱȱȱȱȱȱȱȱȱȱ ȱ ȱȱǯȱ
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ǻ Ǽȱ ǻ Ǽȱ ȱŗŜǯȱ ȱȱ¡DZȱǻ ǼȱȱȱDzȱǻ Ǽȱȱȱȱȱȱȱȱ Dzȱǻ ǼȱȱȱDzȱǻ Ǽȱȱȱȱȱȱȱȱǯȱ ȱśǯȱ ȱȱȱȱȱȱȱȱȱȱ ȱȱȱ ǻȱȱȱǼǯȱ ȱ ȱȱǻǼȱ ȱȱǻǼȱ ǽ¡Ǿȱ ǽǾȱ ǽ¡Ǿȱ ǽǾȱ݂݈ ݁ݐݑ ଵ ȱȱ śşȱ ŗǯŗŘȱ ŜŘȱ ŗǯŗŞȱ
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
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݁ݐݑ ଵ ȱȱ ݁ݐݑ ଶ ݁ݐݑ ଶ ȱȱ ȱȱ ȱȱ
ŗşŘȱ
řǯŜřȱ
ŗŞşȱ
řǯśŝȱ݂݈ Ŗǯşşȱ݂݈ řǯśŘȱ Řǯŝŝȱ Ŗǯśśȱ ŖǯřŞȱ ŖǯŘŞȱ݂݈ ŖǯřŜȱ݂݈ ŖǯřŖȱ
śŞȱ
ŗǯŗȱ
śŘȱ
ŗşŗȱ ŗŜŗȱ
řǯŜŗȱ řǯŖŜȱ ŖǯřŚȱ ŖǯřŚȱ ŖǯŚŝȱ ŖǯřŖȱ ŖǯŘśȱ
ŗŞŜȱ ŗŚŜȱ
ȱȱȱ ȱȱȱ ȱȱȱ
ŗŞȱ ŗŞȱ Řśȱ ŗŜȱ ŗřȱ
Řşȱ ŘŖȱ ŗśȱ ŗşȱ ŗŜȱ
݁ݐݑ ଵ ݁ݐݑ ଶ
ȱ ȱ ȱ ȱ
ȱȱȱȱ¢ȱȱȱȱȱȱȱȱȱȱȱǯȱ ȱȱȱȱřŗŖȱȱȱ ȱȱ ȱȱȱǯȱȱȱ ȱȱǰȱ¢ȱȱǻȱȱȱȱȱǼǰȱȱ ȱ¢ȱȱȱȱǯȱ Śǯȱȱ ȱ ȱ ȱ ǰȱ ȱ ¡¢ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱǯȱ ȱȱȱȱǰȱȱȱ ¢ȱǰȱȱȱ¢ȱ Ȭȱȱȱȱǰȱȱ ȱȱȱȱȱȱ ȱȱȱȱȱȱȱȱȱȱǯȱ ȱ ¢ȱ £ǰȱ ȱ Ȃȱ ȱ ȱ ¢ȱ ȱ ȱ ȱ ȱ ȱǯȱȱȱȱȱȱȱȱȱȬȱȱȱȱȱ ȱȱȱȱȱȱȱȱǯȱȱȱȱȱȱȱȱȱȱ¡ǰȱ ¡ȱȱȱ¢ȱǰȱǯǯǰȱȱȱǰȱȱ¡ȱȱȱȱ ¢ȱǯȱ ȱȱȱȱȱȱ¢ȱȱȱȱ ȱȱȱȱ ȱȱȱȱȱȱȱȱȱȱǯȱ ȱ ȱ ȱ ǽŘśǾǰȱ ȱ ȱ ¢ǰȱ ȱ ¢ȱ ǰȱ ȱ ȱ ȱ ȱ ȱȱȱȱȱȱȱȱȱȱȱȱ¢ǯȱȱ ȱȱȱȱȱȱȱȱ¡ǰȱǯǯǰȱȱȱŗŜȱǻ¢ȱ ȱȱ ȱȱȱ¢ȱȱǼȱȱȱŗśȱǻ ȱȱȱ ȱȱ¢ȱȱȱȱȱǼǯȱȱȱȱȱȱȱ ȱȱȱȱ ¢ȱȱȱȱȱȱȱȱ¢ǯȱȱȱȱȱȱ ȱȱȱ¡ȱǰȱ ȱ ȱȱȱȱȱǰȱȱȱȱȱ¢ȱ ȱǰȱȱȱȱȱȱȱȱȱ¡ȱǻȱŗřȱ ȱŗśǼǯȱ ȱȱǰȱȱȱȱȱ¢ȱȱȱ¢ȱȱȱȱȱ ȱȱ¡¢ȱǯȱ ȱȱȱȱȱȱ¢ȱȱȱȬȱȱȱǯȱȱ ŗŝȱ ȱȱȬ ȱȬȱȱ ȱȱȱȱȱȱȱȱȱȱȱȱȱ ȱȱȱȱ ȱǯȱȱŗŝȱȱȱȱ ȱȱȱ ȱȱ ȱȱȱǯȱȱȱ¡ȱ ȱ£ȱȱȱȱȱȱȱǯȱ ¢ǰȱȱ ȱȱȱȬ ȱȱ¢ǰȱ ǰȱȱȱǰȱȱ¢ȱǯȱ ȱ ȱȱȱȱȱ¢ȱȱȱȱȬ ȱȱȱ ǯȱǰȱȱȱȱ ȱȱȱȱȱǯȱ
݂݈
Preprints.org (www.preprints.org) | NOT PEER-REVIEWED | Posted: 24 January 2024
doi:10.20944/preprints202401.1721.v1
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ŗŝȱ
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ǻ Ǽȱ ǻ Ǽȱ ȱŗŝǯȱ ¡ȱȱȱȱȱ£ȱȱȱȱ¢ȱȱȱȱȱDZȱ ǻǼȱȱȬ ȱȬȱȱ ȱȱȱȱȱȱDzȱǻǼȱȱȱ Ȭȱȱ ȱȱȱ ȱ ¢ȱ£ȱȱ¢ȱȱȱȱȱȱȱǯȱ ¢ȱȱȱȱȱȱȱȱȱȱȱ¢ȱȱȱȱȬ ȱǯȱȱŗŞȱȱȱ¢ȱȱǻȱȱȱȱȱǼȱȱ ȱȱȱȱȱȱ ȱȱǰȱȱȱȱȱȱȱȱ¢ȱȱ ȱǯȱȱȱȱȱȱȱȱ¢ȱȱȱȱȱ ȱȱȱȱȱȱŗŖǰȱȱȱȱȱȱȱȱȱȱȱȱȱ ȱ ȱ ȱ ǯȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱȱȱȱǯȱ ǻ Ǽȱ ǻ Ǽȱ ȱŗŞǯȱ ȱȱȱȱȱȱȱȱȱȱȱȬȱȱȱȱ ȱ¢DZȱǻǼȱȱȱDzȱǻǼȱȱȱȱȱȱȱȱǯȱ ȱȱȱ ȱȱȱȱȱ¢ȱȱȱȱ ȱ ǯȱȱ¢ȱȱȱ ȱ ȱȱȱȱȱȱȱȱȱ ȱǯȱ ȱȱȱȱȱȱȱǻȱǼȱȱȱ£ȱȱȱȱ ȱ¢ǯȱȱȱȱȱȱȱ¢ȱȱȱȱȱȱȱȱ ȱȱȱ¢ǯȱȱȱȱ ȱȱȱȱȱȱȱ ȱȱŗŖȱȱȱȱ¢ȱȱȱǯȱȱŗşȱȱŗşȱȱȱȱȱ ȱ ȱ ȱ ȱ ȱ ȱ ȱ ǰȱ ¢ǯȱ ȱ ȱ ȱ ȱ ¢ȱȱǯȱǰȱȱǰȱ¢ȱȱȱȱǰȱ ȱǯȱ ȱ ȱ
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ǻ Ǽȱ ǻ Ǽȱ ȱŗŝǯȱ ǻ Ǽȱȱȱ¡ȱǻ¢ȱ ȱǼȱȱǻ Ǽȱȱȱȱȱȱȱȱ ȱȱ¢ȱȱȱǯȱ ȱ
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