Research Progress and Trend Analysis of Picking Technology for Korla Fragrant Pear
Abstract
:1. Introduction
2. Pear Production in China
2.1. Production Scale
2.2. Pear Production Distribution
2.3. Overview of Korla Pear
3. Overview of Pear-Picking Technology
3.1. Pear-Picking Technology and Classification of Picking Machinery and Equipment
3.2. Working Principle of Pear-Picking Machinery
3.3. Orchard-Picking Robot Technology
4. Korla Pear-Picking Technology Research
4.1. Agronomic Overview of Korla Fragrant Pear Planting
4.2. Requirements for Picking Korla Fragrant Pear
4.3. Statistics of Korla Fragrant Pear Research and Analysis of the Current Status of Mechanized Harvesting
- (1)
- Data source
- (2)
- Analytical methods
- (3)
- Analysis of the current status of mechanized harvesting of fragrant pears
5. Challenges, Problems, and Trends
5.1. Current Status and Challenges of Intelligent Fruit-Harvesting Technology
5.2. Trends and Gaps in the Research Field of Korla Fragrant Pear
5.3. Research on Key Technologies for Intelligent Harvesting of Korla Fragrant Pears
5.4. Existing Problems and Challenges
6. Conclusions and Prospects
6.1. Conclusions
6.2. Future Development Trends
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Huaon.com [EB/OL]. Available online: https://www.huaon.com/channel/trend/918650.html (accessed on 15 August 2023).
- Beecloud [EB/OL]. Available online: https://www.weihengag.com/home/article/detail/id/11893.html (accessed on 4 November 2021).
- Yuan, J. Research progress analysis of robotics selective harvesting technologies. Trans. CSAM 2020, 51, 1–17. [Google Scholar] [CrossRef]
- Bu, L.; Hu, G.; Chen, C.; Sugirbay, A.; Chen, J. Experimental and simulation analysis of optimum picking patterns for robotic apple harvesting. Sci. Hortic. 2020, 261, 108937. [Google Scholar] [CrossRef]
- Tian, W.; Zhang, X.; Chen, L. Research progress of Korla Fragrant Pear. Mol. Plant Breed. 2022, 11, 11–21. [Google Scholar]
- Chen, J.; Lu, J.; He, Z.; Zhang, F.; Zhang, S.; Zhang, H. Investigations into the production of volatile compounds in Korla fragrant pears (Pyrus sinkiangensis Yu). Food Chem. 2020, 302, 125337. [Google Scholar] [CrossRef] [PubMed]
- Feng, C.; Sun, C.; Xing, B.; Luo, N.; Liu, H. Agricultural metaverse: Key technologies, application scenarios, challenges and prospects. Smart Agric. 2022, 4, 126–137. [Google Scholar] [CrossRef]
- Zhang, Z.; Heinemann, P.; Liu, J.; Baugher, T.; Schupp, J. The development of mechanical apple harvesting technology: A review. Trans. ASABE 2016, 59, 1165–1180. [Google Scholar] [CrossRef]
- Davidson, J.; Bhusal, S.; Mo, C.; Karkee, M.; Zhang, Q. Robotic manipulation for specialty crop harvesting: A review of manipulator and end-effector technologies. GGAAS 2020, 2, 25–41. [Google Scholar] [CrossRef]
- Jia, H.; Wei, H.; Wei, W.; Hong, Z.; Zhi, R. Fruit Vibration Harvesting Technology and Its Damage. A Review. INMATEH-Agric. Eng. 2021, 30, 155–168. [Google Scholar] [CrossRef]
- Zhang, Z.; Pothula, A.K.; Lu, R. A review of bin filling technologies for apple harvest and postharvest handling. Appl. Eng. Agric. 2018, 34, 687–703. [Google Scholar] [CrossRef]
- Jian, K.R.; Fu, D.L.; Chang, B.Y. Orchard grass safeguards sustainable development of fruit industry in China. J. Clean. Prod. 2023, 382, 135291. [Google Scholar] [CrossRef]
- Cheng, S.; Ouyang, H.; Guo, W.; Guo, M.; Chen, G.; Tian, H. Proteomic and physiological analysis of ‘Korla’ fragrant pears (Pyrus x brestschneideri Rehd) during postharvest under cold storage. Sci. Hortic. 2021, 288, 110428. [Google Scholar] [CrossRef]
- Yu, S.; Tang, Y.; Lan, H.; Li, X.; Zhang, H.; Zeng, Y. Construction method of quantitative evaluation model for the maturity of Korla fragrant pear. Int. J. Agric. Biol. Eng. 2022, 15, 243–250. [Google Scholar] [CrossRef]
- Wei, X.; Chang, L.; Dean, H. Soft robotic surface enhances the grasping adaptability and reliability of pneumatic grippers. Int. J. Mech. Sci. 2022, 219, 107094. [Google Scholar] [CrossRef]
- Bu, L.; Chen, C.; Hu, G.; Sugirbay, A.; Sun, H.; Chen, J. Design and evaluation of a robotic apple harvester using optimized picking patterns. Comput. Electron. Agric. 2022, 198, 107092. [Google Scholar] [CrossRef]
- Das, I.; Arora, A. Post-harvest processing technology for cashew apple—A review. J. Food Eng. 2017, 194, 87–98. [Google Scholar] [CrossRef]
- Ma, W.; Yang, Z.; Qi, X.; Xu, Y.; Liu, D.; Tan, H. Study on the Fragrant Pear-Picking Sequences Based on the Multiple Weighting Method. Agriculture 2023, 13, 1923. [Google Scholar] [CrossRef]
- Zou, Z.; Han, J. Research on inverse kinematics solution of apple picking manipulator. Acta Agric. Zhejiangensis 2016, 28, 1235–1242. [Google Scholar] [CrossRef]
- Peng, Y.; Liu, Y.; Yang, Y.; Yang, Y.; Liu, N.; Sun, Y. Research progress on application of soft robotic gripper in fruit and vegetable picking. Trans. CSAE 2018, 34, 11–20. [Google Scholar] [CrossRef]
- Zhang, H.; Li, X.; Wang, L.; Liu, D.; Wang, S. Construction and Optimization of a Collaborative Harvesting System for Multiple Robotic Arms and an End-Picker in a Trellised Pear Orchard Environment. Agronomy 2023, 14, 80. [Google Scholar] [CrossRef]
- Chen, Y.; Guo, S.; Li, C.; Yang, H.; Hao, L. Size recognition and adaptive grasping using an integration of actuating and sensing soft pneumatic gripper. Robot. Auton. Syst. 2018, 104, 14–24. [Google Scholar] [CrossRef]
- Huang, S.; Pan, K.; Wang, S.; Zhu, Y.; Zhang, Q.; Su, X.; Yu, H. Design and Test of an Automatic Navigation Fruit-Picking Platform. Agriculture 2023, 13, 882. [Google Scholar] [CrossRef]
- Wang, X.; Kang, H.; Zhou, H. Geometry-aware fruit grasping estimation for robotic harvesting in apple orchards. Comput. Electron. Agric. 2022, 193, 106716. [Google Scholar] [CrossRef]
- Wen, F.; Zhen, W.; W, L.; Xiao, S.; Wei, M.; Rui, L.; Long, F. Fruit detachment force of multiple varieties kiwifruit with different fruit-stem angles for designing universal robotic picking end-effector. Comput. Electron. Agric. 2023, 213, 108225. [Google Scholar] [CrossRef]
- Khort, D.O.; Kutyrev, A.I.; Filippov, R.A.; Vershinin, R.V. Device for robotic picking of strawberries. E3S Web Conf. 2020, 193, 01045. [Google Scholar] [CrossRef]
- Li, K.; Huo, Y.; Liu, Y. Design of a lightweight robotic arm for kiwifruit pollination. Comput. Electron. Agric. 2022, 198, 107114. [Google Scholar] [CrossRef]
- Wang, Y.; He, Z.; Cao, D. Coverage path planning for kiwifruit picking robots based on deep reinforcement learning. Comput. Electron. Agric. 2023, 205, 107593. [Google Scholar] [CrossRef]
- Zhao, C.; Fan, B.; Li, J.; Feng, Q. Agricultural robots: Technology progress; challenges and trends. Smart Agric. 2023, 5, 1–15. [Google Scholar] [CrossRef]
- An, J.; Luo, X.; Xiong, L. Discrimination of Inner Injury of Korla Fragrant Pear Based on Multi-Electrical Parameters. Foods 2023, 12, 1805. [Google Scholar] [CrossRef]
- Liu, Y. Study on Mechanical Damage Mechanism and EffectEval1uation on Storage of Korla Fragrant Pear. Ph.D. Thesis, Northeast Agricultural University, Harbin, China, 2021. [Google Scholar]
- Jun, Z.; Ning, K.; Qiao, Q.; Zhou, L.; Zhang, H. Automatic fruit picking technology: A comprehensive review of research advances. Artif. Intell. Rev. 2024, 57, 54. [Google Scholar] [CrossRef]
- Yuan, L. Research Status of Fruit Picking Robot Picking Device. Hans J. Agric. Sci. 2021, 11, 129–132. [Google Scholar] [CrossRef]
- de Lange, F.P.; Fritsche, M. Perceptual Decision-Making: Picking the Low-Hanging Fruit? Trends Cogn. Sci. 2017, 21, 306–307. [Google Scholar] [CrossRef]
- Jian, L.; Yan, Z.; Zhen, G. Image Recognition for Fruit-Picking Robots. Acad. J. Sci. Technol. 2024, 9, 226–231. [Google Scholar] [CrossRef]
- Goulart, R.; Jarvis, D.; Walsh, K.B. Evaluation of End Effectors for Robotic Harvesting of Mango Fruit. Sustainability 2023, 15, 6769. [Google Scholar] [CrossRef]
- Yong, Z.; Xue, W.; Hui, D. Review of rigid fruit and vegetable picking robots. Int. J. Agric. Biol. Eng. 2023, 16, 1–11. [Google Scholar] [CrossRef]
- Yoshida, T.; Onishi, Y.; Kawahara, T.; Fukao, T. Automated harvesting by a dual-arm fruit harvesting robot. Robomech J. 2022, 9, 19. [Google Scholar] [CrossRef]
- Ying, Y.; Yu, H.; Shuai, L.; Yue, Y.; Man, Z.; Han, L. Vision based fruit recognition and positioning technology for harvesting robots. Comput. Electron. Agric. 2023, 10, 213. [Google Scholar] [CrossRef]
- Robert, B. Fruit picking robots: Has their time come? Ind. Robot-Int. J. 2020, 47, 141–145. [Google Scholar] [CrossRef]
- RoboticsRipe. Com [EB/OL]. Available online: https://www.riperobotics.com/ (accessed on 28 November 2023).
- Ffrobotics. Com [EB/OL]. Available online: https://www.ffrobotics.com/ (accessed on 28 November 2023).
- Qin, F.; Chun, Z.; Tao, L.; Li, C. Design and test of afour-arm apple harvesting robot. Trans. CSAE 2023, 39, 25–33. [Google Scholar] [CrossRef]
- Wei, J.; Ma, J.; Chen, J. Quality Differences and Comprehensive Evaluation of Korla Fragrant Pear from Different Habitats. Food Sci. 2017, 38, 87–91. [Google Scholar] [CrossRef]
- Hou, G.; Chen, H.; Jiang, M.; Niu, R. An Overview of the Application of Machine Vision in Recognition and Localization of Fruit and Vegetable Harvesting Robots. Agriculture 2023, 13, 1814. [Google Scholar] [CrossRef]
- Jin, L.; Yun, T.; Xiang, Z.; Gui, L.; Hong, W. Detection of Fruit-Bearing Branches and Localization of Litchi Clusters for Vision-Based Harvesting Robots. IEEE Access. 2020, 8, 117746–117758. [Google Scholar] [CrossRef]
- Dundua, V.; Tavberidze, S. Issues of Mechanization of Harvesting in Fruit Orchards. Proc. Tskhum-Abkhaz. Acad. Sci. 2022, 22, 42–50. [Google Scholar] [CrossRef]
- Lan, Y.; Lin, Z.; Wang, l. Research progress and hotspots of smart orchard based on bibliometrics. Trans. CSAE 2022, 38, 127–136. [Google Scholar] [CrossRef]
- Nie, J.; Yang, S.; Mo, M. Hotspots and Trends of Ganoderma lucidum Polysaccharide Based on CiteSpace Knowledge Map. J. Anhui Agric. Sci. 2023, 51, 238–243. [Google Scholar]
- Zha, W.; Zhu, Z.; Guo, S.; Ge, Y. A bibliometric-based analysis of research advances in the field of nitrogen monitoring in wheat. Trans. CSAE 2023, 39, 1–13. [Google Scholar] [CrossRef]
- Yang, R.; Wang, Y.; Wang, B. Progress and trend of agricultural robots based on WoS bibliometrics and knowledge graph. Trans. CSAE 2022, 38, 53–62. [Google Scholar] [CrossRef]
- Zhao, Z.; Wu, J.; Wang, Z. Vibration modal analysis of Korla pear and establishment of stiffness evaluation index. Trans. CSAE 2015, 31, 277–284. [Google Scholar] [CrossRef]
- Hu, H.; Pan, L.; Sun, K.; Tu, S.; Sun, Y.; Wei, Y. Differentiation of deciduous-calyx and persistent-calyx pears using hyperspectral reflectance imaging and multivariate analysis. Comput. Electron. Agric. 2017, 137, 150–156. [Google Scholar] [CrossRef]
- Yu, X.; Lu, H.; Wu, D. Development of deep learning method for predicting firmness and soluble solid content of postharvest Korla fragrant pear using Vis/NIR hyperspectral reflectance imaging. Postharvest. Biol. Technol. 2018, 141, 39–49. [Google Scholar] [CrossRef]
- Wang, Z.; Tang, Y.; Jin, X.; Liu, Y.; Zhang, H.; Niu, H.; Lan, H. Comprehensive evaluation of Korla fragrant pears and optimization of plucking time during the harvest period. Int. J. Agric. Biol. Eng. 2022, 15, 242–250. [Google Scholar] [CrossRef]
- Yu, S.; Liu, Y.; Tang, Y. Non-destructive quality assessment method for Korla fragrant pears based on electrical properties and adaptive neural-fuzzy inference system. Comput. Electron. Agric. 2022, 203, 107492. [Google Scholar] [CrossRef]
- Liu, Y.; Zhang, Q.; Hao, N. Prediction method for nutritional quality of Korla pear during storage. Int. J. Agric. Biol. Eng. 2021, 14, 247–254. [Google Scholar] [CrossRef]
- Yu, S.; Lan, H.; Li, X. Prediction method of shelf life of damaged Korla fragrant pears. J. Food Process Eng. 2021, 44, 12. [Google Scholar] [CrossRef]
- Guo, H.; Ma, R.; Zhang, Y. Design and Simulation Analysis of Ya Shaped Underactuated Korla Fragrant Pear Picking Manipulator. J. Agric. Mech. Res. 2023, 1, 110–116. [Google Scholar] [CrossRef]
- An, J.; Wang, J.; Lan, H. Experimental Study on the Mechanical Model of Picking Korla Fragrant Pear. J. Tarim Univ. 2016, 28, 99–103. [Google Scholar] [CrossRef]
- Liu, Y.; Dong, J.; Peng, Y. Development and Experiment of Korla Fragrant Pear Picking End-effector with Controlled Gripping Pressure. J. Agric. Mech. Res. 2020, 42, 33–39. [Google Scholar] [CrossRef]
- Yu, S.; Niu, X.; Tang, Y. Construction of Impact Damage Model of Korla Fragrant Pear Based on Electrical Characteristics. Packag. Eng. 2022, 43, 65–73. [Google Scholar] [CrossRef]
- Tan, H.; Ma, W.; Tian, Y. Improved YOLOv8n object detection of fragrant pears. Trans. CSAE 2024, 40, 178–185. [Google Scholar] [CrossRef]
- Song, H.B.; Shang, Y.y.; He, D.J. Review on Deep Learning Technology for Fruit Target Recognition. Trans. CSAE 2023, 54, 1–13. [Google Scholar] [CrossRef]
- Teng, L.H.; Hui, h.P.; Wei, S.L. Sine Resistance Network-Based Motion Planning Approach for Autonomous Electric Vehicles in Dynamic Environments. IEEE Trans. Transp. Electrific. 2022, 8, 2862–2873. [Google Scholar] [CrossRef]
- Teng, L.H.; Jue, W.; Hui, H.P. Approximation-Free Prespecified Time Bionic Reliable Control for Vehicle Suspension. IEEE Trans. Autom. Sci. Eng. 2023, 21, 5333–5343. [Google Scholar] [CrossRef]
- Chunjiang, Z. State-of-the-art and recommended developmental strategic objectivs of smart agriculture. Smart Ag. 2019, 1, 1–17. [Google Scholar] [CrossRef]
- Cai, Y.; Takeda, F.; Foote, B.; DeVetter, L.W. Effects of Machine-Harvest Interval on Fruit Quality of Fresh Market Northern Highbush Blueberry. Horticulturae 2021, 7, 245. [Google Scholar] [CrossRef]
- Hui, B.; Jiang, G.; Yun, W. UAV aided fruit picking strategy for emergency harvesting. Int. J. Chin. Cult. Manag. 2022, 11, 1–10. [Google Scholar] [CrossRef]
- Zhi, W.; Yi, X.; Ying, W.; Qing, Y.; Wang, H.; Xun, Y.; Wang, K.; Yang, H. Review of smart robots for fruit and vegetable picking in agriculture. Int. J. Agric. Biol. Eng. 2022, 15, 33–54. [Google Scholar] [CrossRef]
- Zhang, T.; Wu, F.; Wang, M.; Chen, Z.; Li, L.; Zou, X. Grape-Bunch Identification and Location of Picking Points on Occluded Fruit Axis Based on YOLOv5-GAP. Horticulturae 2023, 9, 498. [Google Scholar] [CrossRef]
- Goulart, R.; Jarvis, D.; Walsh, K.B. Fruit Phantoms for Robotic Harvesting Trials—Mango Example. Sustainability 2023, 15, 1789. [Google Scholar] [CrossRef]
- Magalhães, S.A.; Moreira, A.P.; Santos, F.N.d. Active Perception Fruit Harvesting Robots—A Systematic Review. J. Intell. Robot Syst. 2022, 14, 105. [Google Scholar] [CrossRef]
- Zhou, H.; Wang, X.; Au, W.; Kang, H.; Chen, C. Intelligent robots for fruit harvesting: Recent developments and future challenges. Precis. Agric. 2022, 23, 1856–1907. [Google Scholar] [CrossRef]
- Meenakshi, K.; Santhakumar, M. Selective fruit harvesting: Research, trends and developments towards fruit detection and localization—A review. Proc. Inst. Mech. Eng. Part C: J. Mech. Eng. Sci. 2022, 237, 1405–1444. [Google Scholar] [CrossRef]
- Long, H.; Azlan, Z.; Mastura, M. Robotic Tree Fruit Harvesting: Status, Challenges, and Prosperities. Agric. Autom. Control 2022, 1, 299–332. [Google Scholar] [CrossRef]
- Sahu, I.; Panda, M.K.; Pal, U.S.; Mohapatra, M.; Acharya, G.C. Comparative Evaluation of Manual and Mechanical Jamun Fruit Harvesting. Asian J. Dairy Food Res. 2023, 42, 366–372. [Google Scholar] [CrossRef]
- Yun, T.; Ming, C.; Zhong, C.; Lu, L.; Jin, L.; Guo, L.; Xiang, Z. Recognition and Localization Methods for Vision-Based Fruit Picking Robots: A Review. Front. Plant Sci. 2020, 19, 11. [Google Scholar] [CrossRef]
- Zhang, F.; Chen, Z.; Wang, Y.; Bao, R.; Chen, X.; Fu, S.; Tian, M.; Zhang, Y. Research on Flexible End-Effectors with Humanoid Grasp Function for Small Spherical Fruit Picking. Agriculture 2023, 13, 123. [Google Scholar] [CrossRef]
- Xiao, X.; Wang, Y.; Jiang, Y. Review of Research Advances in Fruit and Vegetable Harvesting Robots. J. Electr. Eng. Technol. 2023, 9, 159. [Google Scholar] [CrossRef]
- Barbashov, N.N.; Shanygin, S.V.; A Barkova, A. Agricultural robots for fruit harvesting in horticulture application. IOP Conf. Ser. Earth Environ. Sci. 2022, 981, 032009. [Google Scholar] [CrossRef]
- Kumari, B.; Kumari, S. Robotic Orchard: A Smart and Efficient Solution for Fruit Harvesting. In Proceedings of the 2023 International Conference on Smart Systems for Applications in Electrical Sciences (ICSSES), Tumakuru, India, 7–8 July 2023; Volume 7, pp. 7–8. [Google Scholar] [CrossRef]
- Hui, S.; Jing, L.; Lin, K.; Jun, W.; Jie, C. A Review of Application of Computer Vision in Fruit Picking Robot. Adv. Intell. Syst. Comput. 2020, 18, 1185. [Google Scholar] [CrossRef]
- Zi, L.; Zi, L.; Zhan, Y. Design, simulation, and experiment for the end effector of a spherical fruit picking robot. Int. J. Adv. Robot. Syst. 2023, 20, 6. [Google Scholar] [CrossRef]
- Xiao, Q.; Qiang, L.; Hao, Z. Key Issues and Countermeasures of Machine Vision for Fruit and Vegetable Picking Robot. Adv. Transdisc. Eng. 2024, 46, 69–78. [Google Scholar] [CrossRef]
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Jiang, Y.; Chen, J.; Wang, Z.; Hu, G. Research Progress and Trend Analysis of Picking Technology for Korla Fragrant Pear. Horticulturae 2025, 11, 90. https://doi.org/10.3390/horticulturae11010090
Jiang Y, Chen J, Wang Z, Hu G. Research Progress and Trend Analysis of Picking Technology for Korla Fragrant Pear. Horticulturae. 2025; 11(1):90. https://doi.org/10.3390/horticulturae11010090
Chicago/Turabian StyleJiang, Yanwu, Jun Chen, Zhiwei Wang, and Guangrui Hu. 2025. "Research Progress and Trend Analysis of Picking Technology for Korla Fragrant Pear" Horticulturae 11, no. 1: 90. https://doi.org/10.3390/horticulturae11010090
APA StyleJiang, Y., Chen, J., Wang, Z., & Hu, G. (2025). Research Progress and Trend Analysis of Picking Technology for Korla Fragrant Pear. Horticulturae, 11(1), 90. https://doi.org/10.3390/horticulturae11010090