Using mixture design experiments combined with a multi‐objective optimization method to prepare high‐strength, low‐friction m‐polyphthalazine ether sulfone ketone water‐lubricated composites
Source abstract
Abstract
Abstract To address the utilization needs of composites under unconventional lubrication conditions, this paper conducted a mixture design experiment utilizing m‐polyphthalazine ether sulfone ketone (m‐PPESK) as the resin matrix, along with short‐cut carbon fibers (SCF), polytetrafluoroethylene (PTFE), and graphite (Gr) as modified fillers. The mathematical models between each response value (including compressive strength, tensile strength (TS), coefficient of friction under dry friction and water lubrication conditions [ μ dry and μ water ]) and filler contents were constructed. The impact of fillers and their synergistic interactions on the properties of composites was systematically studied. Combined with the multi‐objective optimization method, the optimal formula of m‐PPESK composite was determined as 70 wt% resin, 9 wt% SCF, 10 wt% PTFE, and 11 wt% Gr. Compared to the pure resin, the optimized composites demonstrated a 25.4% increase in TS, alongside a 56.4% and 55.9% reduction in μ dry and μ water , respectively. Scanning electron microscopy and energy dispersive spectroscopy analyses indicated that the multicomponent fillers could synergistically facilitate the formation of a friction transfer film, thus improving the tribological properties of composites. Highlights High‐strength, low‐friction m‐PPESK water‐lubricated composites were prepared. The tensile strength of composites was increased by 25.4%. The μ dry and μ water of composites were reduced by 56.4% and 55.9%. The regression equations obtained by mixture design had good predictability. SCF, PTFE, and Gr had synergistic effects on the tribological properties.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Tribology and Wear Analysis · Synthesis and properties of polymers · Lubricants and Their Additives
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
School of Materials Science and Engineering Dalian University of Technology Dalian China
Dalian University of Technology Liaoning Province Engineering Centre of High Performance Resins Dalian China
State Key Laboratory of Fine Chemicals Dalian University of Technology Dalian China
School of Chemical Engineering Dalian University of Technology Dalian China
Funding
Fundamental Research Funds for the Central Universities · National Natural Science Foundation of China
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