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无人驾驶安全风险的识别与度量研究

窦文悦,胡平,魏平,郑南宁

《中国工程科学》 2021年第23卷第6期页码 167-177 doi: 10.15302/J-SSCAE-2021.06.016

摘要：

无人驾驶汽车是人工智能技术的应用热点之一，随之而来的车辆安全事故引发了全社会关注；无人驾驶安全风险的识别与度量成为人工智能安全领域亟待研究的课题。本文通过案例访谈收集定性资料，采用探索性的质性研究方法和扎根理论，对安全风险的关键要素进行识别与提炼，率先提出无人驾驶安全风险六要素框架：单车安全、联网安全、技术水平、法律政策、社会舆论、产业风险；完成问卷量表设计，进行两次网络问卷调查以收集必要数据，据此对安全风险要素进行度量验证。研究认为，为了有效应对未来无人驾驶的安全风险，企业应加强关键零部件的研发和制造，增强信息安全的建设和投入，参与行业标准和法律法规的制定，不做虚假宣传并积极维护新兴行业发展；政府应合理加强测试监管，加速颁布法规与制定标准，引导人才培养并防止人才流失；消费者应保持良好的驾驶与行车习惯，不盲从、不轻信夸张宣传。

关键词：无人驾驶安全风险风险识别风险度量

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基于主客观紧急度判断的车辆行驶模糊控制

陈雪梅,高　利

《中国工程科学》 2007年第9卷第1期页码 53-57

摘要：

紧急情况下驾驶员能否做出准确、及时的判断和操作，对于防止交通事故具有重要的现实意义。为保证车辆行驶安全，有必要对车辆行驶中紧急度做出判断，并给出相应的控制算法。首先提出基于相对距离、车速和驾驶员基本特征的车辆行驶中紧急度，同时给出基于模糊推理的车辆行驶控制算法，并对其进行了仿真运算。仿真结果表明：情况越紧急，驾驶员会越快地采用最大制动减速度；驾驶员基本特征对制动操作的影响明显。总之，通过模糊推理控制后车的制动减速度，能实现后车的行车安全。

关键词：驾驶行为；紧急；模糊推理；安全

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Spatiotemporal evolution and driving factors for GHG emissions of aluminum industry in China

《能源前沿（英文）》 2023年第17卷第2期页码 294-305 doi: 10.1007/s11708-022-0819-7

摘要： China’s aluminum (Al) production has released a huge amount of greenhouse gas (GHG) emissions. As one of the biggest country of primary Al production, China must mitigate its overall GHG emission from its Al industry so that the national carbon neutrality target can be achieved. Under such a background, the study described in this paper conducts a dynamic material flow analysis to reveal the spatiotemporal evolution features of Al flows in China from 2000 to 2020. Decomposition analysis is also performed to uncover the driving factors of GHG emission generated from the Al industry. The major findings include the fact that China’s primary Al production center has transferred to the western region; the primary Al smelting and carbon anode consumption are the most carbon-intensive processes in the Al life cycle; the accumulative GHG emission from electricity accounts for 78.14% of the total GHG emission generated from the Al industry; China’s current Al recycling ratio is low although the corresponding GHG emission can be reduced by 93.73% if all the primary Al can be replaced by secondary Al; and the total GHG emission can be reduced by 88.58% if major primary Al manufacturing firms are transferred from Inner Mongolia to Yunnan. Based upon these findings and considering regional disparity, several policy implications are proposed, including promotion of secondary Al production, support of clean electricity penetration, and relocation of the Al industry.

关键词： aluminum material flow analysis GHG (greenhouse gas) emissions LMDI (logarithmic mean divisa index)

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迈向L5级自动驾驶汽车的发展原则 Article

王建强, 黄荷叶, 李克强, 李骏

《工程（英文）》 2021年第7卷第9期页码 1313-1325 doi: 10.1016/j.eng.2020.10.018

摘要：

自动驾驶汽车的快速发展给现有交通出行方式带来了全新面貌和潜在挑战。目前，L3 级及以下驾驶辅助系统已经量产，L4 级在特定场景下的一些应用也逐步开发，通过逐渐提高车辆的自动化、智能化程度来不断向完全自动驾驶发展。然而，针对L5 级自动驾驶汽车的发展思路始终未明确，而现有针对L0~L4级自动驾驶发展过程的研发方式主要基于任务驱动来进行特定场景下的功能开发，难以揭示高等级自动驾驶汽车所需解决问题的本质逻辑和物理机制，进而阻碍了迈向L5 级自动驾驶的途径。本文通过探索高等级自动驾驶系统背后的物理机制，并从驾驶的本质出发，采用推理演绎方式，提出“大脑-小脑-器官”协调平衡框架，基于“乌鸦推理+鹦鹉学舌”的混合模式，探索“自主学习+先验知识”的研究范式，实现自动驾驶汽车“自学习、自适应、自超越”特性。从系统、统一、均衡的角度出发，基于最小作用量原理和统一安全场思想，旨在为高等级自动驾驶汽车，尤其是L5 级自动驾驶的研发提供一种全新的研发思路与有效途径。

关键词：自动驾驶汽车最小作用量原理行车安全场自主学习基础范式

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基于驾驶脑的智能驾驶车辆硬件平台架构 Article

李德毅,高洪波

《工程（英文）》 2018年第4卷第4期页码 464-470 doi: 10.1016/j.eng.2018.07.015

摘要：

不同智能驾驶试验平台的传感器型号、数量、安装位置各不相同，导致传感器信息处理模块也各不相同；不同驾驶地图，其提供信息的粒度也没有固定标准，由此构成的智能驾驶系统软件模块的数量、接口各不相同。基于以驾驶脑为核心的智能驾驶车辆软件与硬件架构，决策模块将不直接与传感器信息处理模块发生关联，通过驾驶认知的形式化语言，将驾驶认知形式化，由驾驶脑认知形成决策。驾驶认知的形式化降低了传感器数量、类型、安装位置的变化对整个软件架构的影响，使得软件架构可以在不同传感器配置车辆平台上方便地移植。

关键词：驾驶脑智能驾驶硬件平台架构

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Mechanism of self-excited torsional vibration of locomotive driving system

Jianxin LIU, Huaiyun ZHAO, Wanming ZHAI

《机械工程前沿（英文）》 2010年第5卷第4期页码 465-469 doi: 10.1007/s11465-010-0115-9

摘要： A single wheelset drive model and 2-DOFs torsional vibration model were established to investigate the self-excited torsional vibration of a locomotive driving system. The simulation results indicate that the self-excited torsional vibration occurs when the steady slip velocity is located at the descending slope of the adhesion coefficient curve. The principle of energy conservation was used to analyze the mechanism of the self-excited vibration. The factors affecting on the amplitude of the self-excited vibration are studied.

关键词： locomotive driving system self-excited torsional vibration mechanism influence factor

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《网络安全法（草案二次审议稿）》第27条修改建议——以网络服务提供者协助解密义务为中心

崔聪聪,李欲晓,韩松

《中国工程科学》 2016年第18卷第6期页码 34-38 doi: 10.15302/J-SSCAE-2016.06.007

摘要：

网络服务提供者协助解密义务，隐含着公权力（侦查权）与私权利（通信秘密权、隐私权）之间的冲突。用户的非公开信息应该在可控、可追溯基础上，遵循必要性原则和比例原则，综合考虑执法成本，司法机关经由法律确定网络服务提供者履行协助解密义务获取，进而达到社会治理管控、公众安宁生活与网络服务提供者营业自由的综合效益最大化目标，避免落入公权力严重侵犯私权利的情形或者出现政府失效的无序状态。

关键词：协助解密义务必要性原则比例原则可控、可追溯救济措施

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自动驾驶地图有关政策的思考和建议

刘经南,董杨,詹骄,高柯夫

《中国工程科学》 2019年第21卷第3期页码 92-97 doi: 10.15302/J-SSCAE-2019.03.004

摘要：

自动驾驶地图作为实现汽车自动驾驶的关键基础设施，对于推动我国自动驾驶领域的商业化开发至关重要。现阶段，我国受地图测绘、应用和监管等相关法律法规的制度掣肘，在自动驾驶地图的产业化进程方面相对滞后。为此，本文着重分析了我国在自动驾驶地图开发、应用和管理中面临的主要政策法规问题：自动驾驶地图是否需加密的问题、自动驾驶地图部分地理信息表达受限的问题、自动驾驶地图地理信息采集资质和审图流程的问题、自动驾驶地图事故责任和保险问题、自动驾驶地图相关测试规范和测试场景问题。同时结合国内外自动驾驶领域的发展趋势，给出加快我国自动驾驶汽车开发和商业化进程的四点建议：制定自动驾驶地图管理模式、允许自动驾驶地图应用试点及有序开放、适当放开企业权限及优化审核流程、建立国家级自动驾驶地图平台。

关键词：自动驾驶地图自动驾驶法规自动驾驶政策

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一种用于自动驾驶的车辆概率性长期轨迹预测框架 Article

刘金鑫, 罗禹贡, 钟志华, 李克强, 黄荷叶, 熊辉

《工程（英文）》 2022年第19卷第12期页码 228-239 doi: 10.1016/j.eng.2021.12.020

摘要：

在混合动态交通环境中，准确地预测周围车辆长期范围内的运动轨迹是自动驾驶车辆（AV）实现合理行为决策和保障行车安全不可或缺的前提条件之一。本文提出了一种车辆长期轨迹预测的概率框架，由驾驶意图推理模型（DIM）和轨迹预测模型（TPM）组成。DIM基于动态贝叶斯网络进行设计和应用，用于准确推断车辆潜在的驾驶意图。文中所提出的DIM结合了基本的交通规则和车辆多维运动信息。为了进一步提高轨迹预测精度并实现预测不确定性识别，本文开发了基于高斯过程（GP）的TPM，综合考虑了车辆模型的短期预测结果和运动特性。最后，在高速换道场景下进行仿真验证，说明了新方法的有效性。通过与其他先进方法进行对比，展示并验证了该框架在车辆长期轨迹预测任务中的优异性能。

关键词：自动驾驶动态贝叶斯网络驾驶意图识别高斯过程车辆轨迹预测

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Development and application prospects of piezoelectric precision driving technology

ZHAO Chunsheng, ZHANG Jiantao, ZHANG Jianhui, JIN Jiamei

《机械工程前沿（英文）》 2008年第3卷第2期页码 119-132 doi: 10.1007/s11465-008-0034-1

摘要： With the rapid development of science and technology, microelectronics manufacturing, photonics technology, space technology, ultra-precision machining, micro-robotics, biomedical engineering and other fields urgently need the support of modern precision driving theory and technology. Modern precision driving technology can be generally divided into two parts: electromagnetic and non-electromagnetic driving technology. Electromagnetic driving technology is based on traditional technology, has a low thrust-weight ratio, and needs deceleration devices with a cumbrous system or a complex structure. Moreover, it is difficult to improve positioning accuracy with this technology type. Thus, electromagnetic driving technology is still unable to meet the requirements for the above applications. Non-electromagnetic driving technology is a new choice. As a category of non-electromagnetic driving technology, piezoelectric driving technology becomes an important branch of modern precision driving technology. High holding torque and acute response make it suitable as an accurate positioning actuator. This paper presents the development of piezoelectric precision driving technology at home and abroad and gives an in-depth analysis. Future perspectives on the technology’s applications in the following fields are described: 1) integrated circuit manufacturing technology; 2) fiber optic component manufacturing technology; 3) micro parts manipulation and assembly technology; 4) biomedical engineering; 5) aerospace technology; and 6) ultra-precision processing technology.

关键词： Electromagnetic ultra-precision processing technology piezoelectric cumbrous

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A driving pulse edge modulation technique and its complex programming logic devices implementation

Xiao CHEN,Dong-chang QU,Yong GUO,Guo-zhu CHEN

《信息与电子工程前沿（英文）》 2015年第16卷第12期页码 1088-1098 doi: 10.1631/FITEE.1500111

摘要： With the continual increase in switching speed and rating of power semiconductors, the switching voltage spike becomes a serious problem. This paper describes a new technique of driving pulse edge modulation for insulated gate bipolar transistors (IGBTs). By modulating the density and width of the pulse trains, without regulating the hardware circuit, the slope of the gate driving voltage is controlled to change the switching speed. This technique is used in the driving circuit based on complex programmable logic devices (CPLDs), and the switching voltage spike of IGBTs can be restrained through software, which is easier and more flexible to adjust. Experimental results demonstrate the effectiveness and practicability of the proposed method.

关键词： Driving pulse edge modulation Switching voltage spike Complex programmable logic device (CPLD) Active gate drive

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Reverse driving character of 2-DOF closed chain haptic device

GUO Wei-dong, GUO Xin, ZHANG Yu-ru

《机械工程前沿（英文）》 2006年第1卷第3期页码 356-359 doi: 10.1007/s11465-006-0029-8

摘要： Reverse driving character plays an important role in evaluating the performance of a haptic device, and it is the primary rule in the mechanical design. This article mainly investigates the problem of 2-DOF haptic device design f

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Design and characteristic research of a novel electromechanical-hydraulic hybrid actuator with two transmission mechanisms

《机械工程前沿（英文）》 2023年第18卷第2期 doi: 10.1007/s11465-022-0735-x

摘要： Servo-hydraulic actuators (SHAs) are widely used in mechanical equipment to drive heavy-duty mechanisms. However, their energy efficiency is low, and their motion characteristics are inevitably affected by uncertain nonlinearities. Electromechanical actuators (EMAs) possess superior energy efficiency and motion characteristics. However, they cannot easily drive heavy-duty mechanisms because of weak bearing capacity. This study proposes and designs a novel electromechanical-hydraulic hybrid actuator (EMHA) that integrates the advantages of EMA and SHA. EMHA mainly features two transmission mechanisms. The piston of the hydraulic transmission mechanism and the ball screw pair of the electromechanical transmission mechanism are mechanically fixed together through screw bolts, realizing the integration of two types of transmission mechanisms. The control scheme of the electromechanical transmission mechanism is used for motion control, and the hydraulic transmission mechanism is used for power assistance. Then, the mathematical model, structure, and parameter design of the new EMHA are studied. Finally, the EMHA prototype and test platform are manufactured. The test results prove that the EMHA has good working characteristics and high energy efficiency. Compared with the valve-controlled hydraulic cylinder system, EMHA exhibits a velocity tracking error and energy consumption reduced by 49.7% and 54%, respectively, under the same working conditions.

关键词： electromechanical-hydraulic hybrid actuator (EMHA) integration transmission mechanisms power assistance energy efficiency working characteristics

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Driving mechanism and boundary control of urban sprawl

Dongmei JIANG,Xiaoshun LI,Futian QU,Mingyan LI,Shaoliang ZHANG,Yunlong GONG,Xiaoping SHI,Xin CHEN

《环境科学与工程前沿（英文）》 2015年第9卷第2期页码 298-309 doi: 10.1007/s11783-014-0639-z

摘要： Since the reform and opening-up, China’s economy has achieved remarkable development and so does the urbanization. However, there is an unavoidable contradiction between urban sprawl and the protection of arable land and the environment. By redefining the urban sprawl boundary, this paper is to provide a solution for the conflict above on the China’s urbanization context. The ideal boundary, moderate boundary and limit boundary are defined for urban sprawl in space. Taking Nanjing city as a case, the three urban sprawl boundaries are estimated in this paper based on the calculation of agricultural land resources value in Nanjing. The results show that 1) the integrated value of agricultural (cultivated) land resources in Nanjing is 1.55 × 10 CNY·hm , the economic value accounts for only 8.74% of the integrated value, while 91.26% of the integrated value has not revealed itself due to the existing institutional arrangements, policy distortions, and imperfect land market; 2) it is difficult to define the ideal and moderate boundaries due to the relatively low price of North Nanjing. In South Nanjing the land price is expensive and the ideal, moderate and limit boundaries are expanded to Jiangning, Qixia, and Yuhuatai; 3) the city scale of South Nanjing should be limited within 5.82 × 10 hm , which is roughly the same as the designated size of 5.81 × 10 hm in the urban planning. It is suggested that the rational scope of urban expansion should be controlled within the moderate boundary.

关键词： urban sprawl rational expansion driving forces boundary control Nanjing

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Evolutionary Decision-Making and Planning for Autonomous Driving Based on Safe and Rational Exploration

Kang Yuan,Yanjun Huang,Shuo Yang,Zewei Zhou,Yulei Wang,Dongpu Cao,Hong Chen,

《工程（英文）》 doi: 10.1016/j.eng.2023.03.018

摘要： Decision-making and motion planning are extremely important in autonomous driving to ensure safe driving in a real-world environment. This study proposes an online evolutionary decision-making and motion planning framework for autonomous driving based on a hybrid data- and model-driven method. First, a data-driven decision-making module based on deep reinforcement learning (DRL) is developed to pursue a rational driving performance as much as possible. Then, model predictive control (MPC) is employed to execute both longitudinal and lateral motion planning tasks. Multiple constraints are defined according to the vehicle’s physical limit to meet the driving task requirements. Finally, two principles of safety and rationality for the self-evolution of autonomous driving are proposed. A motion envelope is established and embedded into a rational exploration and exploitation scheme, which filters out unreasonable experiences by masking unsafe actions so as to collect high-quality training data for the DRL agent. Experiments with a high-fidelity vehicle model and MATLAB/Simulink co-simulation environment are conducted, and the results show that the proposed online-evolution framework is able to generate safer, more rational, and more efficient driving action in a real-world environment.

关键词： Autonomous driving Decision-making Motion planning Deep reinforcement learning Model predictive control