Pesticides are essential for modern agriculture but leave harmful residues that threaten human health and ecosystems. This paper reviews key pesticide detection technologies, including chromatography and mass spectrometry, spectroscopic methods, biosensing (aptamer/enzyme sensors), and emerging technologies (nanomaterials, AI). Chromatography-mass spectrometry remains the gold standard for lab-based precision, while spectroscopic techniques enable non-destructive, multi-component analysis. Biosensors offer portable, real-time field detection with high specificity. Emerging innovations, such as nano-enhanced sensors and AI-driven data analysis, are improving sensitivity and efficiency. Despite progress, challenges persist in sensitivity, cost, and operational complexity. Future research should focus on biomimetic materials for specificity, femtogram-level nano-enhanced detection, microfluidic “sample-to-result” systems, and cost-effective smart manufacturing. Addressing these gaps will strengthen food safety from farm to table while protecting ecological balance. This overview aids researchers in method selection, supports regulatory optimization, and evaluates sustainable pest control strategies.

Nitrogen oxides are one of the main atmospheric pollutants and pose a threat to the ecological environment and human health. Selective catalytic reduction (NH₃-SCR) is an effective way of removing nitrogen oxides, with the catalyst being the key to this technology. Two-dimensional nanostructured layered double oxide (LDO) has attracted increasing attention due to the controllability of cations in the layers and the exchangeability of anions between layers. As a derivative of layered double hydroxide (LDH), LDO not only inherits the controllability and diversity inherent in the LDH structure but also exhibits excellent performance in the catalytic field. This article contains three main sections. It begins with a brief discussion of the development of LDO catalysts and analyzes the advantages of the LDO structure. The later section introduces the synthesis methods of LDH, clarifies the conversion relationship between LDH and LDO, and summarizes the modification impacts of the properties of LDO catalysts. The application of LDO catalysts used in NH₃-SCR under wild temperature conditions is discussed, and the different types, reaction processes, and mechanisms of LDO catalysts are described in the third section. Finally, future research directions and outlooks are also offered to assist the development of LDO catalysts and overcome the difficult points related to NH₃-SCR.

Developing lauraldehyde-derived Mannich base grafted PVC materials (PVC-ML-g, g = 1, 2, 3, 4, where the lauraldehyde-derived Mannich base is abbreviated as ML) via clean and efficient strategies is an effective way to resolve the increasing diseases in humans and environmental pollution caused by toxic dioctyl phthalate (DOP) traditionally used to plasticize PVC materials. Thus, in this study, the lauraldehyde-derived Mannich base, which contains both phosphate ester groups and highly flexible long carbon chains, was grafted onto PVC chains to efficiently plasticize PVC materials. The PVC-ML-g materials displayed a lower glass transition temperature than pure PVC and were comparable to conventional DOP plasticized PVC. The good plasticization behavior in the PVC-ML-3 materials was due to the simultaneous introduction of more ester groups and mobile, unentangled longer alkyl chains into the structure of PVC, which decreased the molecular interactions between the PVC chains. Moreover, the PVC-ML-g materials showed improved thermal stability and outstanding anti-migration ability because of the covalent bonds between PVC and lauraldehyde-derived Mannich base grafts.