|
Atherton JJ, Rosamond MC, Zeze DA (2012). A leaf—mounted thermal sensor for the measurement of water content. Sens Actuators A Phys 187, 67-72.
|
|
Barbosa JA, Freitas VMS, Vidotto LHB, Schleder GR, de Oliveira RAG, Da Rocha JF, Kubota LT, Vieira LCS, Tolentino HCN, Neckel IT, Gobbi AL, Santhiago M, Lima RS (2022). Biocompatible wearable electrodes on leaves toward the on—site monitoring of water loss from plants. ACS Appl Mater Interfaces 14, 22989-23001.
|
|
Borode T, Wang DL, Prasad A (2023). Polyaniline—based sensor for real—time plant growth monitoring. Sens Actuators A Phys 355, 114319.
|
|
Chai YF, Chen CY, Luo X, Zhan SJ, Kim J, Luo JK, Wang XZ, Hu ZY, Ying YB, Liu XJ (2021). Cohabiting plant—wearable sensor in situ monitors water transport in plant . Adv Sci 8, 2003642.
|
|
Chen RP, Ren SY, Li S, Han DP, Qin K, Jia XX, Zhou HY, Gao ZX (2023a). Recent advances and prospects in wearable plant sensors. Rev Environ Sci Biotechnol 22, 933-968.
|
|
Chen SS, Zhao CB, Ren RM, Jiang JH (2023b). Salicylic acid had the potential to enhance tolerance in horticultural crops against abiotic stress. Front Plant Sci 14, 1141918.
|
|
Chen Z, Lu C (2005). Humidity sensors: a review of materials and mechanisms. Sens Lett 3, 274-295.
|
|
Chu GL, Yu SP, Wang YH, Zhang WF, Xue B, Huang JQ, Wang ZW, Luo JH, Sun X, Li M (2024). A wearable electrochemical sensor for the monitoring of neonicotinoid insecticides, salicylic acid and the pH in plant guttation. Chem Eng J 498, 155340.
|
|
Di Tocco J, Lo Presti D, Massaroni C, Cinti S, Cimini S, De Gara L, Schena E (2023). Plant—wear: a multi—sensor plant wearable platform for growth and microclimate monitoring. Sensors (Basel) 23, 549.
|
|
Giraldo JP, Wu HH, Newkirk GM, Kruss S (2019). Nanobiotechnology approaches for engineering smart plant sensors. Nat Nanotechnol 14, 541-553.
|
|
Hsu HH, Zhang XY, Xu KG, Wang Y, Wang Q, Luo GX, Xing M, Zhong W (2021). Self—powered and plant—wearable hydrogel as led power supply and sensor for promoting and monitoring plant growth in smart farming. Chem Eng J 422, 129499.
|
|
Hu HT, Qian TT, Yang L (2022). Detection of reactive oxygen species using H2DCFDA probe in plant. Chin Bull Bot 57, 320-326. (in Chinese with English abstract)
|
|
胡海涛, 钱婷婷, 杨玲 (2022). 基于H2DCFDA荧光探针的植物活性氧检测方法. 植物学报 57, 320-326.
|
|
Huang W, Hu N, Xiao ZN, Qiu YP, Yang Y, Yang J, Mao X, Wang YC, Li ZG, Guo HW (2022). A molecular framework of ethylene—mediated fruit growth and ripening processes in tomato. Plant Cell 34, 3280-3300.
|
|
Huang XH, Liu LS, Lin YH, Feng R, Shen YY, Chang YN, Zhao HB (2023a). High—stretchability and low—hysteresis strain sensors using origami—inspired 3D mesostructures. Sci Adv 9, eadh9799.
|
|
Huang YY, Huang Y, Gao MY, Tian S, Xie SY (2023b). Wearable plant sensors based on nanometer—thick Ag films on polyethylene glycol terephthalate substrates for real—time monitoring of plant growth. ACS Appl Nano Mater 6, 19010-19017.
|
|
Huang YY, Xiao MF, Zhou XQ, Zhu JT, Tian Y, Xie SY, Gong YT, Zhong JW (2025). A wearable and breathable sensor based on gradient porous electrodes for real—time leaf moisture monitoring. Sens Actuators B Chem 431, 137461.
|
|
Ikram M, Ameer S, Kulsoom F, Sher M, Ahmad A, Zahid A, Chang Y (2024). Flexible temperature and humidity sensors of plants for precision agriculture: current challenges and future roadmap. Comput Electron Agric 226, 109449.
|
|
Im H, Lee S, Naqi M, Lee C, Kim S (2018). Flexible PI—based plant drought stress sensor for real—time monitoring system in smart farm. Electronics 7, 114.
|
|
Jeong W, Song J, Bae J, Nandanapalli KR, Lee S (2019). Breathable nanomesh humidity sensor for real—time skin humidity monitoring. ACS Appl Mater Interfaces 11, 44758-44763.
|
|
Jin JY (1998). Precision agriculture and its perspective in China. Journal of Plant Nutrition and Fertilizers 4, 1-7. (in Chinese)
|
|
金继运 (1998). “精准农业”及其在我国的应用前景. 植物营养与肥料学报 4, 1-7.
|
|
Jin XF, Liu CH, Xu TL, Su L, Zhang XJ (2020). Artificial intelligence biosensors: challenges and prospects. Biosens Bioelectron 165, 112412.
|
|
Khanal S, Kc K, Fulton JP, Shearer S, Ozkan E (2020). Remote sensing in agriculture—accomplishments, limitations, and opportunities. Remote Sens (Basel) 12, 3783.
|
|
Kim JJ, Allison LK, Andrew TL (2019). Vapor—printed polymer electrodes for long—term, on—demand health monitoring. Sci Adv 5, eaaw0463.
|
|
Kuruppuarachchi C, Kulsoom F, Ibrahim H, Khan H, Zahid A, Sher M (2025). Advancements in plant wearable sensors. Comput Electron Agric 229, 109778.
|
|
Lan LY, Le XH, Dong HY, Xie J, Ying YB, Ping JF (2020). One—step and large—scale fabrication of flexible and wearable humidity sensor based on laser—induced graphene for real—time tracking of plant transpiration at bio—interface. Biosens Bioelectron 165, 112360.
|
|
Lazzoni V, Brizi D, Staglianò N, Giordano C, Pecoraro E, Anichini M, Ugolini F, Bindi M, Argenti G, Monorchio A, Rossi R (2024). Development of a microwave sensor for the non—invasive detection of plant responses to water stress: a practical application on maize (Zea mays L.) . Biosyst Eng 246, 191-203.
|
|
Lee G, Hossain O, Jamalzadegan S, Liu YX, Wang H, Saville AC, Shymanovich T, Paul R, Rotenberg D, Whitfield AE, Ristaino JB, Zhu Y, Wei QS (2023). Abaxial leaf surface—mounted multimodal wearable sensor for continuous plant physiology monitoring. Adv Sci 9, eade2232.
|
|
Lee HJ, Joyce R, Lee J (2022). Liquid polymer/metallic salt—based stretchable strain sensor to evaluate fruit growth. ACS Appl Mater Interfaces 14, 5983-5994.
|
|
Lee WS, Alchanatis V, Yang C, Hirafuji M, Moshou D, Li C (2010). Sensing technologies for precision specialty crop production. Comput Electron Agric 74, 2-33.
|
|
Lew TTS, Koman VB, Gordiichuk P, Park M, Strano MS (2020). The emergence of plant nanobionics and living plants as technology. Adv Mater Technol 5, 1900657.
|
|
Li X, Sun RJ, Pan JY, Shi ZH, Lv JJ, An ZJ, He Y, Chen QM, Han RPS, Zhang FN, Lu YL, Liang H, Liu QJ (2023). All—MXene—printed RF resonators as wireless plant wearable sensors for in situ ethylene detection . Small 19, 2207889.
|
|
Li Z, Liu YX, Hossain O, Paul R, Yao SS, Wu S, Ristaino JB, Zhu Y, Wei QS (2021). Real—time monitoring of plant stresses via chemiresistive profiling of leaf volatiles by a wearable sensor . Matter 4, 2553-2570.
|
|
Liew OW, Chong PCJ, Li BQ, Asundi AK (2008). Signature optical cues: emerging technologies for monitoring plant health. Sensors (Basel) 8, 3205-3239.
|
|
Liu K, Luo B, Zhang L, Hou PC, Pan DY, Liu TY, Zhao CJ, Li AX (2024). Flexible and wearable sensor for in situ monitoring of gallic acid in plant leaves . Food Chem 460, 140740.
|
|
Lo Presti D, Cimini S, Massaroni C, D’Amato R, Caponero MA, De Gara L, Schena E (2021). Plant wearable sensors based on FBG technology for growth and microclimate monitoring. Sensors (Basel) 21, 6327.
|
|
Lu YY, Yang G, Wang SQ, Zhang YQ, Jian YH, He L, Yu T, Luo HY, Kong DP, Xianyu YL, Liang B, Liu T, Ouyang XP, Yu JC, Hu XY, Yang HY, Gu Z, Huang W, Xu KC (2024). Stretchable graphene—hydrogel interfaces for wearable and implantable bioelectronics. Nat Electron 7, 51-65.
|
|
LÜ JY, Li LG, Hou CC (2025). FRET—based biosensors: application of small molecule fluorescence probes in plants. Chin Bull Bot 60, 283-293. (in Chinese with English abstract)
|
|
吕加一, 李乐攻, 侯聪聪 (2025). 基于FRET原理的生物传感器: 小分子荧光探针在植物中的研究进展. 植物学报 60, 283-293.
|
|
Luo YF, Li WL, Lin QY, Zhang FL, He K, Yang DP, Loh XJ, Chen XD (2021). A morphable ionic electrode based on thermogel for non—invasive hairy plant electrophysiology. Adv Mater 33, 2007848.
|
|
Meder F, Saar S, Taccola S, Filippeschi C, Mattoli V, Mazzolai B (2021). Ultraconformable, self—adhering surface electrodes for measuring electrical signals in plants. Adv Mater Technol 6, 2001182.
|
|
Mousavi SAR, Nguyen CT, Farmer EE, Kellenberger S (2014). Measuring surface potential changes on leaves. Nat Protoc 9, 1997-2004.
|
|
Nassar JM, Khan SM, Villalva DR, Nour MM, Almuslem AS, Hussain MM (2018). Compliant plant wearables for localized microclimate and plant growth monitoring. Npj Flex Electron 2, 24.
|
|
Ochiai T, Tago S, Hayashi M, Fujishima A (2015). Highly sensitive measurement of bio—electric potentials by boron—doped diamond (BDD) electrodes for plant monitoring. Sensors (Basel) 15, 26921-26928.
|
|
Peng B, Liu XX, Yao Y, Ping JF, Ying YB (2024). A wearable and capacitive sensor for leaf moisture status monitoring. Biosens Bioelectron 245, 115804.
|
|
Peng B, Wu XY, Zhang C, Zhang C, Lan LY, Ping JF, Ying YB (2023). In—time detection of plant water status change by self—adhesive, water—proof, and gas—permeable electrodes. ACS Appl Mater Interfaces 15, 19199-19208.
|
|
Qu CC, Sun WX, Li Z, Wang XQ, He ZZ (2023). Research progress and prospects of the plant flexible sensors. Transactions of the Chinese Society of Agricultural Engineering 39(8), 32-43. (in Chinese)
|
|
渠纯纯, 孙文秀, 李臻, 王喜庆, 何志祝 (2023). 植物柔性传感器研究进展与展望. 农业工程学报 39(8), 32-43.
|
|
Reddy Maddikunta PK, Hakak S, Alazab M, Bhattacharya S, Gadekallu TR, Khan WZ, Pham QV (2021). Unmanned aerial vehicles in smart agriculture: applications, requirements, and challenges. IEEE Sens J 21, 17608-17619.
|
|
Seddaoui N, Arduini F (2025). Recent advances in wearable and implantable electrochemical (bio) sensors for plant health monitoring. TrAC Trends Anal Chem 191, 118336.
|
|
Shajari S, Kuruvinashetti K, Komeili A, Sundararaj U (2023). The emergence of AI—based wearable sensors for digital health technology: a review. Sensors (Basel) 23, 9498.
|
|
Shi GY, Sang YQ, Zhang JS, Cai LL, Zhang JX, Meng P, Xue P, Qiao YS (2022). Variation characteristics of plant electrical signal and their relationship with negative air ion under different light intensifies. Chinese Journal of Applied Ecology 33, 439-447. (in Chinese)
|
|
施光耀, 桑玉强, 张劲松, 蔡露露, 张家兴, 孟平, 薛攀, 乔永胜 (2022). 不同光照强度下植物电信号变化特征及其与空气负离子的关系. 应用生态学报 33, 439-447.
|
|
Shin J, Mahmud S, Rehman TU, Ravichandran P, Heung B, Chang YK (2023). Trends and prospect of machine vision technology for stresses and diseases detection in precision agriculture. AgriEngineering 5, 20-39.
|
|
Shin J, Song JW, Flavin MT, Cho S, Li SP, Tan AS, Pyun KR, Huang AG, Wang HF, Jeong S, Madsen KE, Trueb J, Kim M, Nguyen K, Yang A, Hsu Y, Sung W, Lee J, Phyo S, Kim JH, Banks A, Chang JK, Paller AS, Huang YG, Ameer GA, Rogers JA (2025). A non—contact wearable device for monitoring epidermal molecular flux. Nature 640, 375-383.
|
|
Singh N, Zhang QM, Xu WH, Whitham SA, Dong L (2025). A biohydrogel—enabled microneedle sensor for in situ monitoring of reactive oxygen species in plants . ACS Sens 10, 1797-1810.
|
|
Smith DM, Allen SJ (1996). Measurement of sap flow in plant stems. J Exp Bot 47, 1833-1844.
|
|
Tang WZ, Yan TT, Wang F, Yang JX, Wu J, Wang JL, Yue TL, Li ZH (2019). Rapid fabrication of wearable carbon nanotube/graphite strain sensor for real—time monitoring of plant growth. Carbon 147, 295-302.
|
|
Waadt R, Seller CA, Hsu PK, Takahashi Y, Munemasa S, Schroeder JI (2022). Plant hormone regulation of abiotic stress responses. Nat Rev Mol Cell Biol 23, 680-694.
|
|
Wang LN, Zhang ZL, Cao J, Zheng WQ, Zhao Q, Chen WN, Xu XY, Luo XY, Liu Q, Liu XM, Xu JK, Lu BY (2023). Low hysteresis and fatigue—resistant polyvinyl alcohol/activated charcoal hydrogel strain sensor for long—term stable plant growth monitoring. Polymers (Basel) 15, 90.
|
|
Wang S, Chai YF, Sa HW, Ye WK, Wang Q, Zou Y, Luo X, Xie LJ, Liu XJ (2024a). Sunflower—like self—sustainable plant—wearable sensing probe. Sci Adv 10, eads1136.
|
|
Wang SQ, Edupulapati B, Hagel JM, Kwok JJ, Quebedeaux JC, Khasbaatar A, Baek JM, Davies DW, Ella Elangovan K, Wheeler RM, Leakey ADB, Hill CW, Varnavas KA, Diao Y (2024b). Highly stretchable, robust, and resilient wearable electronics for remote, autonomous plant growth monitoring. Device 2, 100322.
|
|
Wu SH, Li YH, Wang QN, Cai YM, Teng PC, Li WL, Zhang FL, Xu LP, Wang ST (2025). Wearable plant sensing devices for health monitoring. Wearable Electron 2, 100-115.
|
|
Xu HY, Zhang GY, Wang WS, Sun CR, Wang HY, Wu H, Sun ZZ (2024a). A highly sensitive, low creep hydrogel sensor for plant growth monitoring. Sensors (Basel) 24, 6197.
|
|
Xu WX, Chen L, Hu X, Zhang L, Huang DZX, Li J, Xiong RH, Huang CB, Zhu MM (2024b). Botanic signal monitor: advanced wearable sensor for plant health analysis. Adv Mater Technol 34, 2410544.
|
|
Yan HL, Wang JX, Shi N, Han Y, Zhang SJ, Zhao G (2024). A flexible and wearable chemiresistive ethylene gas sensor modified with pdnps—SWCNTs@Cu—MOF—74 nanocomposite: a targeted strategy for the dynamic monitoring of fruit freshness. Chem Eng J 488, 151142.
|
|
Yao Y, Liu XX, Shao YZ, Ying YB, Ping JF (2020). Noble metal alloy nanoparticles coated flexible MoS2 paper for the determination of reactive oxygen species . Biosens Bioelectron 166, 112463.
|
|
Yin SH, Ibrahim H, Schnable PS, Castellano MJ, Dong L (2021). A field—deployable, wearable leaf sensor for continuous monitoring of vapor—pressure deficit. Adv Mater Technol 6, 2001246.
|
|
Yu FH, Cao YL, Xu TY, Guo ZH, Wang DK (2020). Precision fertilization by UAV for rice at tillering stage in cold region based on hyperspectral remote sensing prescription map. Transactions of the Chinese Society of Agricultural Engineering 36(15), 103-110. (in Chinese)
|
|
于丰华, 曹英丽, 许童羽, 郭忠辉, 王定康 (2020). 基于高光谱遥感处方图的寒地分蘖期水稻无人机精准施肥. 农业工程学报 36(15), 103-110.
|
|
Yu HY, Li XK, Yu Y, Wang HJ, Zhang L, Zhang X, Sui YY (2021). Research progress in the application of spectral technology in crop information perception. Journal of Jilin Agricultural University 43, 153-162. (in Chinese)
|
|
于海业, 李晓凯, 于跃, 王洪健, 张蕾, 张昕, 隋媛媛 (2021). 光谱技术在农作物信息感知中的应用研究进展. 吉林农业大学学报 43, 153-162.
|
|
Zhang C, Kong JJ, Wang ZR, Tu CJ, Li YC, Wu DS, Song HB, Zhao WF, Feng SC, Guan ZY, Ding BQ, Chen FD (2024). Origami—inspired highly stretchable and breathable 3D wearable sensors for in—situ and online monitoring of plant growth and microclimate . Biosens Bioelectron 259, 116379.
|
|
Zhang C, Kong JJ, Wu DS, Guan ZY, Ding BQ, Chen FD (2023). Wearable sensor: an emerging data collection tool for plant phenotyping. Plant Phenomics 5, 0051.
|
|
Zhang C, Zhang C, Wu XY, Ping JF, Ying YB (2022). An integrated and robust plant pulse monitoring system based on biomimetic wearable sensor. Npj Flex Electron 6, 43.
|
|
Zhao CJ (2014). Advances of research and application in remote sensing for agriculture. Transactions of the Chinese Society for Agricultural Machinery 45(12), 277-293. (in Chinese)
|
|
赵春江 (2014). 农业遥感研究与应用进展. 农业机械学报 45(12), 277-293.
|
|
Zhao CJ (2021). Current situations and prospects of smart agriculture. Journal of South China Agricultural University 42(6), 1-7. (in Chinese)
|
|
赵春江 (2021). 智慧农业的发展现状与未来展望. 华南农业大学学报 42(6), 1-7.
|
|
Zhao FN, He JW, Li XJ, Bai YP, Ying YB, Ping JF (2020). Smart plant—wearable biosensor for in—situ pesticide analysis . Biosens Bioelectron 170, 112636.
|
|
Zheng CY, Zhou QA, Wang J, Du DD (2023). Wireless plant stresses monitoring with a wearable chemiresistor gas sensor at room temperature. Sens Actuators B Chem 381, 133408.
|
|
Zhou SH, Zhou J, Pan YX, Wu QY, Ping JF (2024). Wearable electrochemical sensors for plant small—molecule detection. Trends Plant Sci 29, 219-231.
|