ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026
Sub-Unit-Cell Logic Governs Transport in TPMS Architectures.
Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
17 authors.
Funding
Abstract
Next-generation energy, thermal, and chemical systems require architectures capable of highly efficient transport across multiple length scales. Triply periodic minimal surfaces (TPMS), first conceptualized in 1865, offer inherently scalable geometries with exceptional transport potential, yet mechanistic links between topology and performance have remained elusive. Here we introduce a sub-unit-cell conduit framework that governs transport in TPMS architectures. By integrating crystallographic symmetry analysis with Voronoi tessellation, we show that each TPMS can be resolved into a network of identical intrinsic conduits oriented in different directions, with geometry and connectivity uniquely determined by topology. This framework reveals that transport efficiency is determined primarily by two conduit-scale descriptors-conduit uniformity and conduit spatial density-while conduit surface area and connectivity play secondary roles. Building on these insights, we derive predictive descriptors and a performance quotient that link local conduit geometry to TPMS transport behavior independent of scale and operating conditions. The model identifies Fischer-Koch as a leading topology, which we validate using additively manufactured copper Fischer-Koch TPMS heat exchangers fabricated via green-laser powder bed fusion. Experiments reveal up to a 156-fold improvement in heat-exchange efficiency (quantified by the j/f ratio) for the copper Fischer-Koch TPMS, compared with a conventional baseline, aligning closely with model predictions. This sub-unit-cell conduit approach provides a generalizable mechanistic basis for the rational design of high-performance TPMS-architected materials across diverse transport applications.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.