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Open Access Review Article Issue
Atomic-precision oxygen evolution materials: From empirical trial-and-error to AI-driven intelligent manufacturing
Nano Research 2026, 19(4): 94908378
Published: 28 March 2026
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As a key bottleneck in proton exchange membrane water electrolysis (PEMWE) for hydrogen production, the acidic oxygen evolution reaction (AOER) poses significant challenges due to its harsh reaction environment and sluggish kinetics. Addressing this bottleneck relies heavily on advancing atomic-precision oxygen evolution materials (APOEM). Traditional empirical trial-and-error (ETAE) approaches, while laying foundational groundwork, are inefficient in navigating the vast compositional and structural space of APOEM. They often fail to precisely tailor active sites to achieve balanced activity, stability, and cost, which limits progress in overcoming the intrinsic limitations. APOEM, by contrast, enables atomic-level control over active site configuration, ligand environments, and electron structures. This precision is critical for optimizing the adsorption/desorption kinetics of reaction intermediates and mitigating catalyst dissolution under acidic conditions, thus addressing the shortcomings of ETAE-driven material development. This review systematically summarizes the synergistic effects of atomic-level engineering, mechanistic insights, and artificial intelligence (AI)-driven screening in enhancing APOEM performance. Subsequently, four atomic-scale engineering strategies, including single-atom/clusters, defects, interfaces, and strain, are systematically reviewed. Finally, this review explores how AI-driven intelligent manufacturing (ADIM) transforms APOEM development. ADIM integrates AI, machine learning, high-throughput computing, and automated synthesis. Unlike ETAE, which relies on manual experimentation and serendipity, ADIM accelerates the screening of APOEM candidates, predicts structure–property relationships, and optimizes atomic configurations at scale.

Open Access Research Article Issue
Symbiotic topological defect with atomic Fe sites for enhanced electrocatalytic oxygen reduction
Nano Research 2025, 18(6): 94907532
Published: 18 June 2025
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Downloads:584

Atomically dispersed Fe–N–C catalysts with highly symmetric FeN4 structures have emerged as promising candidates for the electrocatalytic oxygen reduction reaction (ORR) and related industrial applications, such as hydrogen fuel cells and zinc–air batteries. However, immobilizing active sites on commonly used carbon supports (e.g., XC-72, activated carbon, and carbon nanotubes) often leads to mass transfer limitations, resulting in reduced efficiency and increased costs. In this work, we achieve the in-situ formation of topological carbon defects around FeN4 moieties via a multi-step carbonization strategy, yielding a topologically defective N-doped carbon (TDNC)@Fe1 catalyst with a unique structural configuration. Benefiting from the robust coupling between atomically dispersed Fe–N4 active sites and TDNC, the resultant TDNC@Fe1 catalyst exhibits a remarkable half-wave potential of 0.901 V in 0.1 M KOH, outperforming commercial Pt/C (0.857 V) and most reported catalysts in the literature. Through a combination of advanced microstructural characterization techniques and density functional theory (DFT) calculations, we reveal that the symbiotic interaction between topological carbon defects and atomic Fe sites plays a crucial role in enhancing ORR activity and improving zinc–air battery performance.

Open Access Research Article Issue
Highly portable electrochemical oxygen removal device for microenvironmental low-oxygen control
Nano Research 2025, 18(2): 94907179
Published: 15 January 2025
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Downloads:505

Low-oxygen (O2) environments are essential in various research and application fields, yet traditional methods like nitrogen flushing or chemical O2 absorbers face challenges in high equipment cost and low controllability. This study introduces a novel electrochemical oxygen removal (EOR) controller, offering a lightweight, low-cost, and precise low-O2 control solution. The self-powered EOR controller uses a sacrificial anode to drive the cathodic oxygen reduction reaction (ORR), efficiently consuming environmental O2 to reduce its level, thus eliminating the requirements of external gas or power sources. By integrating a single-atom ORR catalyst and flexible design, the device achieves a substantial reduction in weight and cost. The incorporation of electronic components for the EOR controller, including a switch for reaching targeted O2 concentration and a fixed resistor for O2 removal rate regulation, enables multi-dimensional O2 removal control. The system also realizes the O2 concentration estimation in real-time with ±1% accuracy (within the 21%–1% range) by calculating electron transfers. The EOR controller’s effectiveness is validated in plant hypoxia stress experiments, demonstrating precise O2 level adjustments and its potential across various applications requiring controlled hypoxic conditions.

Research Article Issue
Integrating single Ni site and PtNi alloy on two-dimensional porous carbon nanosheet for efficient catalysis in fuel cell
Nano Research 2024, 17(8): 6916-6921
Published: 17 May 2024
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Downloads:188

The performance of catalyst depends on the intrinsic activity of active sites and the structural characteristics of the support. Here, we simultaneously integrate single nickel (Ni) sites and platinum-nickel (PtNi) alloy nanoparticles (NPs) on a two-dimensional (2D) porous carbon nanosheet, demonstrating remarkable catalytic performance in the oxygen reduction reaction (ORR). The single Ni sites can activate the oxygen molecules into key oxygen-containing intermediate that is further efficiently transferred to the adjacent PtNi alloy NPs and rapidly reduced to H2O, which establishes a relay catalysis between active sites. The porous structure on the carbon nanosheet support promotes the transfer of active intermediates between these active sites, which assists the relay catalysis by improving mass diffusion. Remarkably, the obtained catalyst demonstrates a half-wave potential of up to 0.942 V, a high mass activity of 0.54 A·mgPt−1, and negligible decay of activity after 30,000 cycles, which are all superior to the commercial Pt/C catalysts with comparable loading of Pt. The theoretical calculation results reveal that the obtained catalyst with defect structure of carbon support presents enhanced relay catalytic effect of PtNi alloy NPs and single Ni sites, ultimately realizing improved catalytic performance. This work provides valuable inspiration for developing low platinum loading catalyst, integrating single atoms and alloy with outstanding performance in fuel cell.

Research Article Issue
Large-scale manufacturing of functional single-atom ink for convenient glucose sensing
Nano Research 2024, 17(8): 7256-7263
Published: 16 May 2024
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Downloads:59

Printing techniques hold great potential in the manufacture of electronics such as sensors, micro-supercapacitors, and flexible electronics. However, developing large-scale functional conductive inks with appropriate rheological properties and active components still remains a challenge. Herein, through optimizing the formulations of ink, iron single sites supported N-doped carbon black (Fe1-NC) inks can serve as both conductive electrodes and high-reactive catalysts to realize convenient glucose detection, which pronouncedly reduces the dosage of enzyme and simplifies the sensors preparation. In detail, utilizing in-situ pyrolysis method, Fe1-NC single-atom catalysts (SACs) are prepared in bulk (dekagram-level). The batched Fe1-NC SACs materials can be uniformly mixed with modulated ink to realize the screen printing with high resolution and uniformity. Also, the whole scalable preparation and ink-functional process can be extended to various metals (including Co, Ni, Cu, and Mn). The introduction of highly active Fe1-NC sites reduces the amount of enzyme used in glucose detection by at least 50%, contributing to the cost reduction of sensors. The strategy in harnessing the SACs onto the carbon inks thus provides a broad prospect for the low-cost and large-scale printing of sensitive sensing devices.

Research Article Issue
Single Fe atom-anchored manganese dioxide for efficient removal of volatile organic compounds in refrigerator
Nano Research 2024, 17(5): 3927-3933
Published: 13 January 2024
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Downloads:206

The efficient and rapid removal of volatile organic compounds (VOCs) holds significant importance for ensuring food quality and human health, particularly within the low-temperature confined spaces in refrigerators. However, achieving effective VOCs degradation under such conditions poses challenges in terms of activating inert bonds and facilitating mass transfer. In this study, we propose a novel solution by designing a cleaner module that incorporates 1.07% single Fe atom-anchored manganese dioxide catalysts (FeSAs-MnO2). The combination of single Fe atoms and defect-rich MnO2 substrate efficiently activates molecular oxygen, leading to enhanced generation of highly reactive oxygen species (ROS). Non-thermal plasma (NTP) and circulating fan are introduced to facilitate the regeneration of catalytic activity and improve mass transfer. The FeSAs-MnO2 cleaner module demonstrates exceptional performance in trimethylamine (TMA) removal, achieving a conversion efficiency of 98.9% for 9 ppm within just 9 min. Furthermore, accelerated aging tests predict an extended service life of up to 45 years for the FeSAs-MnO2 cleaner module, surpassing the expected lifespan of refrigerators significantly.

Research Article Issue
Acid-stable antimonate based catalysts for the electrocatalytic oxygen evolution reaction
Nano Research 2023, 16(4): 4691-4697
Published: 29 November 2022
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Downloads:109

Acid-stable and highly active catalysts for the electrocatalytic oxygen evolution reaction (OER) are paramount to the advancement of electrochemical technologies for clean energy conversion and utilization. In this work, based on the density functional theory (DFT) calculations, we systematically investigated the MSb2O6 (M = Fe, Co, and Ni) and transition metal (TM) doped MSb2O6 (TM-MSb2O6, TM = Mn, Fe, Co, Ni, Cu, Zn, Ru, Rh, Pd, Ir, and Pt) as potential antimonate-based electrocatalysts for the OER. The stability and OER activity of these considered electrocatalysts were systematically studied under acidic conditions. It was found that Rh-NiSb2O6, Pt-CoSb2O6, Rh-FeSbO4, and Co-NiSb2O6 can serve as efficient and stable OER electrocatalysts, and their OER catalytic activities are better than that of the current state-of-the-art OER catalyst (IrO2). Our findings highlight a family of promising antimonate-based OER electrocatalysts for future experimental verification.

Research Article Issue
Surface modification of MoS2 nanosheets by single Ni atom for ultrasensitive dopamine detection
Nano Research 2023, 16(1): 917-924
Published: 15 August 2022
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Downloads:83

Single atom catalysts have been recognized as potential catalysts to fabricate electrochemical biosensors, due to their unexpected catalytic selectivity and activity. Here, we designed and fabricated an ultrasensitive dopamine (DA) sensor based on the flower-like MoS2 embellished with single Ni site catalyst (Ni-MoS2). The limit of detection could achieve 1 pM in phosphate buffer solution (PBS, pH = 7.4), 1 pM in bovine serum (pH = 7.4), and 100 pM in artificial urine (pH = 6.8). The excellent sensing performance was attributed to the Ni single atom axial anchoring on the Mo atom in the MoS2 basal plane with the Ni-S3 structure. Both the experiment and density functional theory (DFT) results certify that this structural feature is more favorable for the adsorption and electron transfer of DA on Ni atoms. The high proportion of Ni active sites on MoS2 basal plane effectively enhanced the intrinsic electronic conductivity and electrochemical activity toward DA. The successful establishment of this sensor gives a new guide to expand the field of single atom catalyst in the application of biosensors.

Research Article Issue
Structural revolution of atomically dispersed Mn sites dictates oxygen reduction performance
Nano Research 2021, 14(12): 4512-4519
Published: 16 September 2021
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Downloads:69

An efficient preparation and local coordination environment regulation of isolated single-atom sites catalysts (ISASC) for improved activity is still challenging. Herein, we develop a solid phase thermal diffusion strategy to synthesize Mn ISASC on highly uniform nitrogen-doped carbon nanotubes by employing MnO2 nanowires@ZIF-8 core-shell structure. Under high-temperature, the Mn species break free from core-MnO2 lattice, which will be trapped by carbon defects derived from shell-ZIF-8 carbonization, and immobilized within carbon substrate. Furthermore, the poly-dispersed Mn sites with two nitrogen-coordinated centers can be controllably renovated into four-nitrogen-coordinated Mn sites using NH3 treatment technology. Both experimental and computational investigations indicate that the symmetric coordinated Mn sites manifest outstanding oxygen reduction activity and superior stability in alkaline and acidic solutions. This work not only provides efficient way to regulate the coordination structure of ISASC to improve catalytic performance but also paves the way to reveal its significant promise for commercial application.

Research Article Issue
A highly accessible copper single-atom catalyst for wound antibacterial application
Nano Research 2021, 14(12): 4808-4813
Published: 10 April 2021
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Downloads:87

Bacterial infection arised from multipathogenic bacteria is a tricky issue that attracts worldwide attentions. In this paper, a highly accessible copper single-atom catalyst (Cu SAC) supported by biocompatible N-doped mesoporous carbon nanospheres was synthesized with the emulsion-template method. The tightly anchored copper single-atom of the catalyst could effectively transform O2 into O2• under ambient conditions by the ultra-large pore size (~ 23.80 nm) and small particle size (~ 97.71 nm). Due to multiple synergistically oxidative damages to biomolecules, the Cu SAC could be employed to eliminate different bacteria in vitro without the generation of multidrug resistance (MDR). Moreover, the Cu SAC could also promote wound healing in vivo by eradicating the propagation of bacteria at wound. It is envisioned that the Cu SAC with superior antibacterial performance could be applied in the treatment of related bacterial infection in future.

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