Evidence map›Paper›PMID 40863808›Full record

ReviewNanomaterials (Basel, Switzerland)2025

Smart Polymers and Adaptive Systems in Pilot Suit Engineering: Toward Autonomous, Responsive, and Wearable Flight Technologies.

Hanjing Ma, Yuan He, Yu Ma, Guannan Han, Zhetao Zhang, Baohua Tian

Abstract readReview
In one paragraph

Review in Nanomaterials (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Review
  2. Review
  3. Review
  4. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Hanjing MaApparel & Art Design College, Xi'an Polytechnic University, No. 19 Jinhua South Road, Xi'an 710048, China.
Yuan HeState Key Laboratory of Flexible Electronics (LoFE), Institute of Flexible Electronics (IFE), Northwestern Polytechnical University (NPU), 127 West Youyi Road, Xi'an 710072, China.ORCID 0000-0002-4149-2609
Yu MaApparel & Art Design College, Xi'an Polytechnic University, No. 19 Jinhua South Road, Xi'an 710048, China.
Guannan HanSchool of Arts, Xi'an International Studies University, Guodu Education and Technology Industrial Development Zone, Wenyuan South Road, Xi'an 710100, China.
Zhetao ZhangCollege of Design and Art, Shaanxi University of Science and Technology, Xi'an Weiyang University Park, Xi'an 710021, China.
Baohua TianApparel & Art Design College, Xi'an Polytechnic University, No. 19 Jinhua South Road, Xi'an 710048, China.

Funding

Ministry of Education Humanities and Social Sciences Research Project 24XJCZH012Shaanxi Provincial Philosophy and Social Sciences Research Special Project 2025YB0191
6 · The paper itself

Abstract

Next-generation pilot suits are evolving into intelligent, adaptive platforms that integrate advanced polymeric materials, smart textiles, and on-body artificial intelligence. High-performance polymers have advanced in mechanical strength, thermal regulation, and environmental resilience, with fabrication methods like electrospinning, weaving, and 3D/4D printing enabling structural versatility and sensor integration. In particular, functional nanomaterials and hierarchical nanostructures contribute critical properties such as conductivity, flexibility, and responsiveness, forming the foundation for miniaturized sensing and integrated electronics. The integration of flexible fiber-based electronics such as biosensors, strain sensors, and energy systems enables real-time monitoring of physiological and environmental conditions. Coupled with on-body AI for multimodal data processing, autonomous decision-making, and adaptive feedback, these systems enhance pilot safety while reducing cognitive load during flight. This review places a special focus on system-level integration, where polymers and nanomaterials serve as both structural and functional components in wearable technologies. By highlighting the role of nanostructured and functional materials within intelligent textiles, we underline a potential shift toward active human-machine interfaces in aerospace applications. Future trends and advancements in self-healing materials, neuromorphic computing, and dynamic textile systems will further elevate the capabilities of intelligent pilot suits. This review discusses interdisciplinary strategies for developing pilot wearables capable of responding to real-time physiological and operational needs.

Indexed as

nanomaterial and nanostructureson-body artificial intelligencepilot suit systemssmart polymerswearable electronics

Identifiers

PMID40863808
PMCPMC12388872

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.