2020, 12(6): 149-155. doi: 10.16670/j.cnki.cn11-5823/tu.2020.06.23
人工智能在塔吊管理中的应用综述
广州地铁集团有限公司，广州 510330 |
Overview of the Application of Artificial Intelligence in Tower Crane Management
Guangzhou Metro Group Co., Ltd., Guangdong Guangzhou, 510330, China |
引用本文:
沈婕, 邹东. 人工智能在塔吊管理中的应用综述[J]. 土木建筑工程信息技术,
2020, 12(6): 149-155.
doi: 10.16670/j.cnki.cn11-5823/tu.2020.06.23
Citation:
Shen Jie, Zou Dong. Overview of the Application of Artificial Intelligence in Tower Crane Management[J]. Journal of Information Technologyin Civil Engineering and Architecture,
2020, 12(6): 149-155.
doi: 10.16670/j.cnki.cn11-5823/tu.2020.06.23
摘要:塔吊自身构造较复杂、作业环境恶劣等特种机械设备高风险属性，一旦发生事故，会带来巨大的损失，因此对其全过程进行安全管理和监测预警具有重大意义。本文通过对塔吊管理中四个管理部分——塔吊布置方案管理、人员管理、设备维保管理和作业空间管理进行综述。对人工智能技术在该领域的应用进行梳理和总结，列举了目前管理现状和不足，并对智能辅助、决策支持等方面进行论述，并对其未来的发展与实际需要进行了综合分析，以期为人工智能技术在塔吊管理领域中再进一步发展提供参照依据。
Abstract: It is important to pay attentions on safety management, monitoring, and early alerting for the entire process of the crane due to its high-risk because of the complex structure and operating environment. This paper focuses on four parts of tower crane management, which are the layout plan management, personnel management, equipment maintenance management, and operation space management. Through the literature reviews of the application of artificial intelligence in this field, this paper enumerates the current management status and lists those insufficiencies. Also, this paper lists and the intelligent auxiliary, decision support, and the future development. Moreover, actual needs are analyzed for the further development of artificial intelligence.
| [1] |
卢献国.证据理论在塔式起重机安全评价中的应用[J].山西建筑. 2012, 38(21): 264-265.doi: 10.3969/j.issn.1009-6825.2012.21.145 |
| [2] |
陈宝春, 陈建国, 黄素萍. 2007—2016年我国在役塔吊安全事故统计分析[J].浙江建筑. 2018, 35(2): 32-36.doi: 10.3969/j.issn.1008-3707.2018.02.007 |
| [3] |
林志恒.塔吊坍塌事故谈加强建筑施工安全监督管理的建议[J].低碳世界. 2018(8): 191-192.doi: 10.3969/j.issn.2095-2066.2018.08.133 |
| [4] |
赵挺生, 周炜, 徐凯, 等.建筑工程塔吊安全影响因素分析[J].工业安全与环保. 2019, 45(2): 17-22. |
| [5] | |
| [6] | |
| [7] | |
| [8] |
陈昱锟.基于物联网的施工升降机安全风险评价与监测方法研究[D].华中科技大学, 2018. |
| [9] |
张宇辉.基于时变理论的附着式塔吊服役全周期本质安全研究[D].华中科技大学, 2018. |
| [10] |
Ji Y, Leite F. Automated tower crane planning:leveraging 4-dimensional BIm and rule-based checking[J]. Automation in Construction. 2018, 93: 78-90.doi: 10.1016/j.autcon.2018.05.003 |
| [11] |
Marzouk M, Abubakr A. Decision support for tower crane selection with building information models and genetic algorithms[J]. Automation in Construction. 2016, 61: 1-15.doi: 10.1016/j.autcon.2015.09.008 |
| [12] |
游谊, 胡伟, 张自强, 等.基于遗传算法的塔式起重机定位和防摆研究[J].机械制造与自动化. 2013, 42(6): 186-188.doi: 10.3969/j.issn.1671-5276.2013.06.054 |
| [13] |
Tam C M, Tong T K L, Chan W K W. Genetic Algorithm for Optimizing Supply Locations around Tower Crane[J].Journal of Construction Engineering and Management. 2001, 127(4): 315-321.doi: 10.1061/(ASCE)0733-9364(2001)127:4(315) |
| [14] |
Huang C, Wong C K, Tam C M. Optimization of tower crane and material supply locations in a high-rise building site by mixed-integer linear programming[J]. Automation in Construction. 2011, 20(5): 571-580.doi: 10.1016/j.autcon.2010.11.023 |
| [15] |
Jun Wang, Xuedong Zhang, Wenchi Shou, et al. A BIM-based approach for automated tower crane layout planning[J]. Automation in Construction, 2015, 59:168-178.doi: 10.1016/j.autcon.2015.05.006 |
| [16] |
Chang Y, Hung W, Kang S. A fast path planning method for single and dual crane erections[J]. Automation in Construction. 2012, 22: 468-480.doi: 10.1016/j.autcon.2011.11.006 |
| [17] |
Lien L, Cheng M. Particle bee algorithm for tower crane layout with material quantity supply and demand optimization[J]. Automation in Construction. 2014, 45: 25-32.doi: 10.1016/j.autcon.2014.05.002 |
| [18] |
徐洁, 张弘, 侯亚涛.混合粒子群算法在塔吊合理分配上的应用[J].计算机与数字工程. 2018, 46(10): 1957-1961.doi: 10.3969/j.issn.1672-9722.2018.10.004 |
| [19] |
周婷婷.基于SLP和蚁群算法的建筑施工现场平面布置[D].东北林业大学, 2018. |
| [20] |
谢涛.基于遗传算法及模糊决策的施工场地布置研究[D].华中科技大学, 2018. |
| [21] |
Younes A, Marzouk M. Tower cranes layout planning using agent-based simulation considering activity conflicts[J]. Automation in Construction. 2018, 93: 348-360.doi: 10.1016/j.autcon.2018.05.030 |
| [22] |
Kim S, Kim J, Lee D, et al. Automatic optimal design algorithm for the foundation of tower cranes[J]. Automation in Construction. 2011, 20(1): 56-65.doi: 10.1016/j.autcon.2010.07.004 |
| [23] |
侯宇.基于BIM与WSN技术的塔吊安全事故预警的理论与方法研究[D].中国矿业大学, 2017. |
| [24] | |
| [25] |
柯宗乔, 陈荣.无人机在施工现场塔吊安全巡查中的应用[J].建材与装饰. 2018(42): 166-167.doi: 10.3969/j.issn.1673-0038.2018.42.112 |
| [26] |
董攀浩.基于应变测量的塔吊疲劳监测系统研究与设计[D].天津工业大学, 2018. |
| [27] |
尚敬强, 原思聪, 卫东东, 等.基于遗传算法的BP神经网络在塔式起重机故障诊断中的应用[J].起重运输机械. 2012(4): 61-64.doi: 10.3969/j.issn.1001-0785.2012.04.018 |
| [28] |
Li Y, Liu C. Integrating field data and 3D simulation for tower crane activity monitoring and alarming[J]. Automation in Construction. 2012, 27: 111-119.doi: 10.1016/j.autcon.2012.05.003 |
| [29] |
郁志明.塔吊安全监控系统的设计与研究[D].东北大学, 2017. |
| [30] |
李金兰.嵌入式塔吊安全监测与通信系统设计[D].大连理工大学, 2017. |
| [31] |
孙凡晴.基于物联网的塔吊安全监测系统设计与研究[D].青岛理工大学, 2018. |
| [32] |
蔡政.自升式塔式起重机智能监测研究[D].内蒙古农业大学, 2016. |
| [33] |
宾泽民.塔机安全监控仪的研究与设计[D].中南林业科技大学, 2016. |
| [34] |
张彬彬.基于BIM与WSN技术的塔吊安全管理实施监测与预警系统研究[J].项目管理技术. 2018, 16(6): 46-51.doi: 10.3969/j.issn.1672-4313.2018.06.008 |
| [35] |
王建农, 王伟.基于空间三维定位技术的塔吊防撞监控系统的设计与实现[J].计算机测量与控制. 2013, 21(12): 3272-3274.doi: 10.3969/j.issn.1671-4598.2013.12.036 |
| [36] |
龚结龙, 吴海建.基于LoRa自组网的群塔防碰撞物联系统设计[J].智能物联技术. 2018, 1(1): 27-30. |
| [37] |
Leung A W T, Tam C M, Liu D K. Comparative study of artificial neural networks and multiple regression analysis for predicting hoisting times of tower cranes[J]. Building and Environment. 2001, 36(4): 457-467.doi: 10.1016/S0360-1323(00)00029-9 |
| [38] |
Zavichi A, Madani K, Xanthopoulos P, et al. Enhanced crane operations in construction using service request optimization[J]. Automation in Construction. 2014, 47: 69-77.doi: 10.1016/j.autcon.2014.07.011 |
| [39] |
Al-Hussein M, Athar Niaz M, Yu H, et al. Integrating 3D visualization and simulation for tower crane operations on construction sites[J]. Automation in Construction. 2006, 15(5): 554-562.doi: 10.1016/j.autcon.2005.07.007 |
| [40] |
Monghasemi S, Nikoo M R, Adamowski J. Sequential ordering of crane service requests considering the pending times of the requests:An approach based on game theory and optimization techniques[J]. Automation in Construction. 2016, 70: 62-76.doi: 10.1016/j.autcon.2016.06.006 |
| [41] |
Lee C, Lee G, Park S, et al. Analysis of field applicability of the rotation-controllable tower-crane hook block[J]. Automation in Construction. 2012, 21: 81-88.doi: 10.1016/j.autcon.2011.05.015 |
| [42] |
张鸽, 张弘, 李宗亮.混合遗传算法在塔吊装载问题中的应用[J].计算机与数字工程. 2018, 46(10): 1966-1969.doi: 10.3969/j.issn.1672-9722.2018.10.006 |
| [43] |
Liang X, Lu M, Zhang J. On-site visualization of building component erection enabled by integration of four-dimensional modeling and automated surveying[J]. Automation in Construction. 2011, 20(3): 236-246.doi: 10.1016/j.autcon.2010.10.002 |
| [44] |
王旭, 张自嘉, 王慧敏.基于CamShift跟踪算法的塔吊监控系统设计[J].电子器件. 2013, 36(6): 859-863.doi: 10.3969/j.issn.1005-9490.2013.06.024 |
| [45] |
Li H, Chan N, Huang T, et al. Optimizing construction planning schedules by virtual prototyping enabled resource analysis[J]. Automation in Construction. 2009, 18(7): 912-918.doi: 10.1016/j.autcon.2009.04.002 |
| [46] |
Hwang S. Ultra-wide band technology experiments for real-time prevention of tower crane collisions[J]. Automation in Construction. 2012, 22: 545-553.doi: 10.1016/j.autcon.2011.11.015 |
| [47] |
Lee G, Cho J, Ham S, et al. A BIM-and sensor-based tower crane navigation system for blind lifts[J]. Automation in Construction. 2012, 26: 1-10.doi: 10.1016/j.autcon.2012.05.002 |
| [48] |
Duong S C, Uezato E, Kinjo H, et al. A hybrid evolutionary algorithm for recurrent neural network control of a three-dimensional tower crane[J]. Automation in Construction. 2012, 23: 55-63.doi: 10.1016/j.autcon.2011.12.005 |
| [49] |
Lee G, Kim H, Lee C, et al. A laser-technology-based lifting-path tracking system for a robotic tower crane[J]. Automation in Construction. 2009, 18(7): 865-874.doi: 10.1016/j.autcon.2009.03.011 |
| [50] |
Lei Z, Taghaddos H, Hermann U, et al. A methodology for mobile crane lift path checking in heavy industrial projects[J]. Automation in Construction. 2013, 31: 41-53.doi: 10.1016/j.autcon.2012.11.042 |
| [51] |
王丽.基于视频序列的人眼检测与跟踪的研究及应用[D].太原理工大学, 2016. |
| [52] |
李阳.周界入侵防范技术研究浅析[J].数字通信世界. 2019(4): 117-118.doi: 10.3969/J.ISSN.1672-7274.2019.04.086 |
| [53] |
欧阳籽勃, 陈云峰, 宋志丹.基于高精度北斗组合定位电子围栏技术研究及应用[J].卫星应用. 2019(1): 32-33. |
| [54] |
仪玉杰, 黄智刚, 苏雨.一种UWB与PDR融合的行人室内定位方法[J].导航定位学报. 2019, 7(3): 38-43. |
| [55] |
黄立薇, 吴洲.无线射频识别(RFID)技术应用的实际意义与策略[J].电子技术与软件工程. 2017(21): 83. |
| [56] | |
| [57] | |
| [58] | |
| [59] |
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