AI-powered oriented synthesis of naphthalenediimide-based MOFs for photochromic encryption and ammonia sensing

Abstract

The oriented synthesis of metal–organic frameworks (MOFs) has been a goal that scientists strive to achieve. Exhaustive methods and orthogonal experiments are generally the most labor-intensive but also the most effective synthetic strategies. Herein, an artificial intelligence synthetic method powered by the generative large language model DeepSeek is adopted. Based on N,N′-bis(carboxymethyl)-1,4,5,8-naphthalenediimide (H2CMNDI) and the transition metals ions Zn(II) and Cd(II), we synthesized a series of novel MOFs. Conventional microanalysis methods were employed to analyze the structure and properties of the MOFs. The synthesized MOFs achieve the expected performance level and exhibit stimulus-responsive activity. They possess recoverable photochromic properties, rapidly darkening significantly under ultraviolet light and then regaining their original color upon heating and being kept away from light in a static state, making them suitable for encryption applications. Additionally, the Zn-MOF can detect ammonia water sensitively, with a limit of detection as low as 3.28 μM. The synthesis and application of this series of MOFs are an excellent exploration and a good example of the oriented synthesis of MOFs.

Graphical abstract: AI-powered oriented synthesis of naphthalenediimide-based MOFs for photochromic encryption and ammonia sensing

Supplementary files

Article information

Article type
Research Article
Submitted
08 Dec 2025
Accepted
22 Dec 2025
First published
29 Dec 2025

Inorg. Chem. Front., 2026, Advance Article

AI-powered oriented synthesis of naphthalenediimide-based MOFs for photochromic encryption and ammonia sensing

J. Wang, C. Zhang, M. Zhang, Y. Xue, Z. You and M. Zhou, Inorg. Chem. Front., 2026, Advance Article , DOI: 10.1039/D5QI02459E

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