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Albahkali T, Abdo HS, Salah O, Fouly A. Adaptive Neuro-Fuzzy-Based Models for Predicting the Tribological Properties of 3D-Printed PLA Green Composites Used for Biomedical Applications. Polymers (Basel) 2023; 15:3053. [PMID: 37514443 PMCID: PMC10383854 DOI: 10.3390/polym15143053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Revised: 07/12/2023] [Accepted: 07/14/2023] [Indexed: 07/30/2023] Open
Abstract
Tribological performance is a critical aspect of materials used in biomedical applications, as it can directly impact the comfort and functionality of devices for individuals with disabilities. Polylactic Acid (PLA) is a widely used 3D-printed material in this field, but its mechanical and tribological properties can be limiting. This study focuses on the development of an artificial intelligence model using ANFIS to predict the wear volume of PLA composites under various conditions. The model was built on data gathered from tribological experiments involving PLA green composites with different weight fractions of date particles. These samples were annealed for different durations to eliminate residual stresses from 3D printing and then subjected to tribological tests under varying normal loads and sliding distances. Mechanical properties and finite element models were also analyzed to better understand the tribological results and evaluate the load-carrying capacity of the PLA composites. The ANFIS model demonstrated excellent compatibility and robustness in predicting wear volume, with an average percentage error of less than 0.01% compared to experimental results. This study highlights the potential of heat-treated PLA green composites for improved tribological performance in biomedical applications.
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Affiliation(s)
- Thamer Albahkali
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia;
- The King Salman Center for Disability Research, Riyadh 11421, Saudi Arabia
| | - Hany S. Abdo
- Center of Excellence for Research in Engineering Materials (CEREM), Deanship of Scientific Research, King Saud University, Riyadh 11421, Saudi Arabia;
- Mechanical Design and Materials Department, Faculty of Energy Engineering, Aswan University, Aswan 81521, Egypt
| | - Omar Salah
- Department of Mechatronics, Faculty of Engineering, Assuit University, Assuit 71515, Egypt;
| | - Ahmed Fouly
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia;
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minia 61519, Egypt
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Fouly A, Alnaser IA, Assaifan AK, Abdo HS. Developing PMMA/Coffee Husk Green Composites to Meet the Individual Requirements of People with Disabilities: Hip Spacer Case Study. J Funct Biomater 2023; 14:jfb14040200. [PMID: 37103290 PMCID: PMC10146844 DOI: 10.3390/jfb14040200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Revised: 03/29/2023] [Accepted: 04/03/2023] [Indexed: 04/28/2023] Open
Abstract
When replacing a damaged artificial hip joint, treatment involves using antibiotic-laced bone cement as a spacer. One of the most popular materials used for spacers is PMMA; however, it has limitations in terms of mechanical and tribological properties. To overcome such limitations, the current paper proposes utilizing a natural filler, coffee husk, as a reinforcement for PMMA. The coffee husk filler was first prepared using the ball-milling technique. PMMA composites with varying weight fractions of coffee husk (0, 2, 4, 6, and 8 wt.%) were prepared. The hardness was measured to estimate the mechanical properties of the produced composites, and the compression test was utilized to estimate the Young modulus and compressive yield strength. Furthermore, the tribological properties of the composites were evaluated by measuring the friction coefficient and wear by rubbing the composite samples against stainless steel and cow bone counterparts under different normal loads. The wear mechanisms were identified via scanning electron microscopy. Finally, a finite element model for the hip joint was built to investigate the load-carrying capacity of the composites under human loading conditions. The results show that incorporating coffee husk particles can enhance both the mechanical and tribological properties of the PMMA composites. The finite element results are consistent with the experimental findings, indicating the potential of the coffee husk as a promising filler material for enhancing the performance of PMMA-based biomaterials.
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Affiliation(s)
- Ahmed Fouly
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
- The King Salman Center for Disability Research, Riyadh 11421, Saudi Arabia
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minya 61519, Egypt
| | - Ibrahim A Alnaser
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
- The King Salman Center for Disability Research, Riyadh 11421, Saudi Arabia
- Center of Excellence for Research in Engineering Materials (CEREM), King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia
| | - Abdulaziz K Assaifan
- The King Salman Center for Disability Research, Riyadh 11421, Saudi Arabia
- King Abdullah Institute for Nanotechnology, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia
- Biomedical Technology Department, College of Applied Medical Sciences, King Saud University, Riyadh 12372, Saudi Arabia
| | - Hany S Abdo
- Center of Excellence for Research in Engineering Materials (CEREM), King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia
- Mechanical Design and Materials Department, Faculty of Energy Engineering, Aswan University, Aswan 81521, Egypt
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Alnaser IA, Abdo HS, Abdo MS, Alkalla M, Fouly A. Effect of Synthesized Titanium Dioxide Nanofibers Weight Fraction on the Tribological Characteristics of Magnesium Nanocomposites Used in Biomedical Applications. NANOMATERIALS (BASEL, SWITZERLAND) 2023; 13:294. [PMID: 36678046 PMCID: PMC9864214 DOI: 10.3390/nano13020294] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 01/06/2023] [Accepted: 01/07/2023] [Indexed: 06/17/2023]
Abstract
Biomedical applications, such as artificial implants, are very significant for the disabled due to their usage in orthopedics. Nevertheless, available materials in such applications have insufficient mechanical and tribological properties. The current study investigated the mechanical and tribological properties of a biomedical metallic material, magnesium (Mg), after incorporating titanium dioxide nanofibers (TiO2) with different loading fractions. The TiO2 nanofibers were synthesized using the electrospinning technique. The ball-milling technique was utilized to ensure the homogenous distribution of TiO2 nanofibers inside the Mg matrix. Then, samples of the mixed powder with different loading fractions of TiO2 nanofibers, 0, 1, 3, 5, and 10 wt.%, were fabricated using a high-frequency induction heat sintering technique. The physicomechanical and tribological properties of the produced Mg/TiO2 nanocomposites were evaluated experimentally. Results showed an enhancement in mechanical properties and wear resistance accompanied by an increase in the weight fraction of TiO2 nanofibers up to 5%. A finite element model was built to assess the load-carrying capacity of the Mg/TiO2 composite to estimate different contact stresses during the frictional process. The finite element results showed an agreement with the experimental results.
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Affiliation(s)
- Ibrahim A. Alnaser
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
| | - Hany S. Abdo
- Mechanical Design and Materials Department, Faculty of Energy Engineering, Aswan University, Aswan 81521, Egypt
| | - Mohamed S. Abdo
- Biomedical Engineering Department, Faculty of Engineering, Minia University, Minia 61519, Egypt
| | - Mohamed Alkalla
- Mechatronics Engineering and Intelligent Machines, School of Engineering, University of Central Lancashire, Preston PR1 2HE, UK
- Production Engineering and Mechanical Design Department, Mansoura University, Mansoura 35516, Egypt
| | - Ahmed Fouly
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minia 61519, Egypt
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Martins-Vieira JC, Lachos-Perez D, Draszewski CP, Celante D, Castilhos F. Sugar, Hydrochar and Bio-oil Production by Sequential Hydrothermal Processing of Corn Cob. J Supercrit Fluids 2023. [DOI: 10.1016/j.supflu.2023.105838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Fouly A, Assaifan AK, Alnaser IA, Hussein OA, Abdo HS. Evaluating the Mechanical and Tribological Properties of 3D Printed Polylactic-Acid (PLA) Green-Composite for Artificial Implant: Hip Joint Case Study. Polymers (Basel) 2022; 14:polym14235299. [PMID: 36501692 PMCID: PMC9738854 DOI: 10.3390/polym14235299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 11/30/2022] [Accepted: 12/01/2022] [Indexed: 12/11/2022] Open
Abstract
Artificial implants are very essential for the disabled as they are utilized for bone and joint function in orthopedics. However, materials used in such implants suffer from restricted mechanical and tribological properties besides the difficulty of using such materials with complex structures. The current study works on developing a new polymer green composite that can be used for artificial implants and allow design flexibility through its usage with 3D printing technology. Therefore, a natural filler extracted from corn cob (CC) was prepared, mixed homogeneously with the Polylactic-acid (PLA), and passed through a complete process to produce a green composite filament suit 3D printer. The corn cob particles were incorporated with PLA with different weight fractions zero, 5%, 10%, 15%, and 20%. The physical, mechanical, and tribological properties of the PLA-CC composites were evaluated. 3D finite element models were constructed to evaluate the PLA-CC composites performance on a real condition implant, hip joints, and through the frictional process. Incorporating corn cob inside PLA revealed an enhancement in the hardness (10%), stiffness (6%), compression ultimate strength (12%), and wear resistance (150%) of the proposed PLA-CC composite. The finite element results of both models proved an enhancement in the load-carrying capacity of the composite. The finite element results came in line with the experimental results.
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Affiliation(s)
- Ahmed Fouly
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minia 61519, Egypt
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
- Correspondence:
| | - Abdulaziz K. Assaifan
- King Abdullah Institute for Nanotechnology, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia
- Biomedical Technology Department, College of Applied Medical Sciences, King Saud University, Riyadh 12372, Saudi Arabia
| | - Ibrahim A. Alnaser
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
- Center of Excellence for Research in Engineering Materials (CEREM), King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia
| | - Omar A. Hussein
- Mechanical Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
| | - Hany S. Abdo
- Center of Excellence for Research in Engineering Materials (CEREM), King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia
- Mechanical Design and Materials Department, Faculty of Energy Engineering, Aswan University, Aswan 81521, Egypt
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Puszka A, Podkościelna B. Special Issue: Synthesis, Processing, Structure and Properties of Polymer Materials. Polymers (Basel) 2022; 14:4550. [PMID: 36365544 PMCID: PMC9658594 DOI: 10.3390/polym14214550] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 10/24/2022] [Indexed: 10/15/2023] Open
Abstract
Polymeric materials are widely used in many different technical fields [...].
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Affiliation(s)
- Andrzej Puszka
- Department of Polymer Chemistry, Faculty of Chemistry, Institute of Chemical Sciences, Maria Curie-Skłodowska University in Lublin, Gliniana 33, 20-614 Lublin, Poland
| | - Beata Podkościelna
- Department of Polymer Chemistry, Faculty of Chemistry, Institute of Chemical Sciences, Maria Curie-Skłodowska University in Lublin, Gliniana 33, 20-614 Lublin, Poland
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Badran AH, Alamro T, Bazuhair RW, El-Mawla AAG, El-Adben SZ, Fouly A. Investigation of the Mechanical Behavior of Synthesized Al6061/TiO2 Microcomposites Using an Innovative Stir Casting Method. NANOMATERIALS 2022; 12:nano12101646. [PMID: 35630868 PMCID: PMC9144662 DOI: 10.3390/nano12101646] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 05/04/2022] [Accepted: 05/05/2022] [Indexed: 02/01/2023]
Abstract
Aluminum composites are preferred in many kinds of applications such as aviation, space, automotive, and marine, owing to their outstanding properties, high strength, and corrosion resistance. The main objective of the current study is to evaluate the mechanical properties of aluminum alloy 6061/titanium dioxide (micro-TiO2) microcomposite synthesized using the stir casting method. The effects of changes in stir casting parameters, such as stirring speed and tiring durations, were studied. Al6061 matrix was reinforced with micro-TiO2 particles with weight fractions of 1, 2, 3, 4, and 5 wt.%. Microstructural and chemical analyses were conducted to explore microstructural transformation resulting from the presence of the TiO2 microparticles. The mechanical characteristics were evaluated, and the results showed a considerable enhancement in the mechanical strength and hardness resulting from the incorporation of micro-TiO2 into Al606. The additions of 2 wt.% and 5 wt.% of micro-TiO2 recorded the highest ultimate tensile strength and hardness, respectively.
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Affiliation(s)
- A. H. Badran
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minya 61111, Egypt; (A.H.B.); (A.A.G.E.-M.); (S.Z.E.-A.)
| | - Turki Alamro
- Department of Mechanical Engineering, College of Engineering and Islamic Architecture, Umm Al Qura University, Mecca 24382, Saudi Arabia;
| | - Rabeea W. Bazuhair
- Department of Civil Engineering, College of Engineering and Islamic Architecture, Umm Al Qura University, Mecca 24382, Saudi Arabia;
| | - Ahmed Ali Gad El-Mawla
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minya 61111, Egypt; (A.H.B.); (A.A.G.E.-M.); (S.Z.E.-A.)
| | - S. Z. El-Adben
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minya 61111, Egypt; (A.H.B.); (A.A.G.E.-M.); (S.Z.E.-A.)
| | - Ahmed Fouly
- Department of Production Engineering and Mechanical Design, Faculty of Engineering, Minia University, Minya 61111, Egypt; (A.H.B.); (A.A.G.E.-M.); (S.Z.E.-A.)
- Mechanical Engineering Department, King Saud University, Riyadh 11421, Saudi Arabia
- Correspondence: or
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