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Covariance analysis as a measure of policy robustness 协方差分析作为政策稳健性的度量
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964339
Nawid Jamali, Petar Kormushev, S. Ahmadzadeh, D. Caldwell
In this paper we propose covariance analysis as a metric for reinforcement learning to improve the robustness of a learned policy. The local optima found during the exploration are analyzed in terms of the total cumulative reward and the local behavior of the system in the neighborhood of the optima. The analysis is performed in the solution space to select a policy that exhibits robustness in uncertain and noisy environments. We demonstrate the utility of the method using our previously developed system where an autonomous underwater vehicle (AUV) has to recover from a thruster failure [1]. When a failure is detected the recovery system is invoked, which uses simulations to learn a new controller that utilizes the remaining functioning thrusters to achieve the goal of the AUV, that is, to reach a target position. In this paper, we use covariance analysis to examine the performance of the top, n, policies output by the previous algorithm. We propose a scoring metric that uses the output of the covariance analysis, the time it takes the AUV to reach the target position and the distance between the target position and the AUV's final position. The top polices are simulated in a noisy environment and evaluated using the proposed scoring metric to analyze the effect of noise on their performance. The policy that exhibits more tolerance to noise is selected. We show experimental results where covariance analysis successfully selects a more robust policy that was ranked lower by the original algorithm.
在本文中,我们提出协方差分析作为强化学习的度量来提高学习策略的鲁棒性。根据总累积奖励和系统在最优点附近的局部行为,分析了在探索过程中发现的局部最优点。在解空间中进行分析,以选择在不确定和噪声环境中表现出鲁棒性的策略。我们使用我们之前开发的系统演示了该方法的实用性,其中自主水下航行器(AUV)必须从推进器故障中恢复[1]。当检测到故障时,恢复系统被调用,它通过模拟来学习一个新的控制器,该控制器利用剩余的功能推进器来实现AUV的目标,即到达目标位置。在本文中,我们使用协方差分析来检验前一算法输出的前n个策略的性能。我们提出了一个评分指标,该指标使用协方差分析的输出、AUV到达目标位置所需的时间以及AUV到达目标位置与最终位置之间的距离。在有噪声的环境中模拟最高策略,并使用提出的评分指标进行评估,以分析噪声对其性能的影响。选择对噪声容忍度较高的策略。我们展示了实验结果,其中协方差分析成功地选择了一个更健壮的策略,该策略被原始算法排名较低。
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引用次数: 4
Preliminary study on a concept of wave propulsion by an active pitch-oscillating fin 主动俯仰摆动鳍推进波浪概念的初步研究
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964558
F. Chiu, Wen-Fu Li, Wen-Chuan Tiao
Rising fuel prices and regulations to reduce CO2 emission have become a strong driving force to push shipyards and ship owners to build and operate energy saving ships. To meet these increasing demands, many novel designs and devices have been developed for reducing drag or for improving propulsion efficiency of a ship in seaway. Furthermore, several approaches using passive or active oscillating fin to extract wave power to assist ship propulsion have also been explored. The objective of the present study is to investigate the feasibility of a concept using an active pitch-oscillating fin to harness wave power for propulsion enhancement of merchant ships. Experimental data of the NACA 0012 oscillating foil are adopted to validate the present CFD simulation. Dependence of propulsion performance on Reynolds number and submerged depth are investigated. It has been confirmed that thrust of a flapping fin increases but efficiency decreases with larger Reynolds number, and shallower submerged depth of fin has negative effect for propulsion. Through simulations, thrust and propulsion efficiency of a flapping fin equipped at bow in full-scale ship are assessed. An active pitch-oscillating fin together with heave motion driven by ship vertical response to waves may generate significant amount of thrust with relatively high efficiency. As an example shown in the paper, for a VLCC of 321 meter long, a bow fin with projected area to waterline area ratio of 1/143, pitching actively around its pivot axis, may save energy about 3.1%~9.5% in the ship speed ranges of 12~16.5 knot.
不断上涨的燃油价格和减少二氧化碳排放的法规成为推动船厂和船东建造和运营节能船舶的强大动力。为了满足这些日益增长的需求,人们开发了许多新颖的设计和装置来减少海上船舶的阻力或提高海上船舶的推进效率。此外,还探讨了几种利用被动或主动振动鳍提取波浪能辅助船舶推进的方法。本研究的目的是探讨利用主动俯仰振荡鳍利用波浪能增强商船推进力的可行性。采用NACA 0012振荡箔的实验数据对CFD模拟进行了验证。研究了推进性能与雷诺数和水下深度的关系。研究表明,随着雷诺数的增大,扑翼的推力增大而效率降低,且扑翼的淹没深度较浅对推进力有不利影响。通过仿真,对全尺寸船舶艏部摆翼的推力和推进效率进行了评估。主动纵摇鳍与船舶对波浪的垂向响应驱动的升沉运动相结合,可以产生较大的推力,效率较高。以321米长的VLCC为例,在船速12~16.5节范围内,船首尾翼投影面积与水线面积之比为1/143,主动绕枢轴俯伏,可节能3.1%~9.5%。
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引用次数: 5
Research of the coupling effect of span-can penetration and environmental loads on piles 跨罐贯入与环境荷载对桩的耦合效应研究
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964364
Jinghua Tao, Xu Jia, Jinlin Hou, Zhaoyang Wang
Jack-up drilling platform is supported by spud-can foundations penetrated into the submarine soil layer for drilling new wells or work-over of existing facilities. When the jack-up drilling platform is positioned close to the adjacent platform pile foundation, the soil movement resulting from the spud-can penetration can induce significant loads on the piles. Especially when the working jack-up drilling platform suffers an extreme storm, the pile foundation strands the dangerous condition. The paper analysis the conclusions and disadvantages of the current studies, and then presents a new method for the coupling effect analysis of penetration pressing and environment load. Then this paper explains the solution by the example applied in the offshore practice.
自升式钻井平台是由钻入海底土层的铲罐基础支撑,用于钻井新井或现有设施的修井。当自升式钻井平台靠近相邻平台桩基础时,铲罐侵彻引起的土体移动会对桩产生较大的荷载。特别是自升式钻井平台在工作中遭遇极端风暴时,桩基础处于危险状态。在分析现有研究结论和不足的基础上,提出了一种新的侵彻压力与环境载荷耦合效应分析方法。然后通过海上实际应用的实例说明了解决方案。
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引用次数: 1
Image-based motion estimation of underwater tow body 基于图像的水下拖体运动估计
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964571
Chau-Chang Wang, Hsin-Hung Chen, Kun-Hung Li
During deep sea exploration, the motion of the deep tow system is influenced by that of the surface vessel, the change of the cable length and the current field in the water column. Though the towing vessel moves in a straight line on the sea surface, the heading of the tow body is not necessary collinear to the towing direction. If no devices are available to adjust the direction of the tow body, data collected by directional sensors, like camera or side scan sonar, will be skewed. It causes problems and difficulties in the post processing for mosaicing data sets into a map of a larger area. Moreover, the existence of the offset angle creates a staircase-like pattern on the map when the images are stitched together. The staircase pattern hampers the continuity of the data. The offset angle, in theory, can be computed from the USBL and the compass readings. But in practice, the refresh rates of USBL and the compass are not compatible such that the results are not good enough for maneuvering the tow system. In this paper, we propose using the feature points on the images acquired to estimate the offset angle of the tow system with respect to the trace of the motion. The computation is carried out with the OPENCV library implemented in Visual C. Currently, the refresh rate can be about 2 Hz with 30 fps camera acquisition, given the tow body is moving with 0.5 m/s speed.
在深海探测中,深海拖曳系统的运动受到水面船舶运动、电缆长度变化和水柱流场的影响。拖船虽然在海面上作直线运动,但拖体的航向不一定与拖曳方向共线。如果没有可用的设备来调整拖体的方向,则方向传感器(如摄像头或侧扫声纳)收集的数据将会失真。这给后期处理将数据集拼接成更大区域的地图带来了问题和困难。此外,当图像拼接在一起时,偏移角的存在会在地图上形成一个阶梯状的图案。楼梯模式阻碍了数据的连续性。理论上,偏移角可以从USBL和罗经读数中计算出来。但在实际操作中,USBL和罗盘的刷新率不兼容,使得结果不够好,以操纵拖曳系统。在本文中,我们提出使用图像上的特征点来估计拖曳系统相对于运动轨迹的偏移角。计算是在Visual c中实现的OPENCV库中进行的。目前,考虑到拖体以0.5 m/s的速度移动,在30 fps的相机采集下,刷新率可以达到2 Hz左右。
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引用次数: 0
Extreme sea hazards statistics and engineering applications 极端海难统计及工程应用
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964285
L. Defu, Liu Guilin, Shi Hongda, Wang Fengqing, Chen Ziyu
With the global warming and sea level rising, the frequency and intensity of extreme external natural hazards would increase. Face to the increasing tendency of extreme meteorological hazards the typhoon /hurricane/tropical cyclone triggered disasters are the most important factors influencing the economic development and millions of people in Asia, American and Australia countries. This paper introduced our proposed Compound Extreme Value Distribution (CEVD), Multivariate Compound Extreme Value Distribution (MCEVD) and compared it with some traditional design codes in China, API, DNV and IAEA for coastal defense infrastructures and offshore structures against typhoon/hurricane attacks. 2005 hurricane Katrina, Rita disaster in New Orleans, Gulf of Mexico sea areas, 2012 hurricane Sandy disaster in New York - New Jersey areas and 2013 typhoon Fitow disaster in China not only proved our proposed CEVD in 1982, but also proved 2006 proposed MCEVD predicted results in mentioned above areas.
随着全球气候变暖和海平面上升,外部极端自然灾害发生的频率和强度都将增加。面对日益增加的极端气象灾害趋势,台风/飓风/热带气旋引发的灾害是影响亚洲、美洲和澳大利亚国家经济发展和数百万人口的最重要因素。本文介绍了我们提出的复合极值分布(CEVD)和多元复合极值分布(MCEVD),并将其与中国、API、DNV和IAEA的一些传统海防基础设施和海上结构抗台风/飓风设计规范进行了比较。2005年的卡特里娜飓风、新奥尔良的丽塔飓风、墨西哥湾地区的飓风、2012年纽约-新泽西地区的桑迪飓风和2013年中国的菲特台风灾害不仅证明了我们在1982年提出的CEVD,也证明了2006年提出的MCEVD在上述地区的预测结果。
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引用次数: 3
Underwater video streaming using adaptive frame decimation 使用自适应帧抽取的水下视频流
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964355
Gilad Avrashi, Shlomi Museri, Yaakov Bucris, Azriel Sinai, A. Amar
We introduce a low data rate video compression scheme for underwater acoustic communication. Recently, multi-carrier based underwater acoustic modems have been proposed and tested for data rates of up to tens of kilobits-per-second for about 1-4 kilometers transmission range. Online transmission of video data using these rates requires extreme compression. Herein, we propose pre-encoder and post-decoder processing in order to reduce the data rate. This is done by exploiting the characteristics of underwater videos for excluding frames. The algorithm was tested and analyzed in simulation environment with several video samples taken by divers in shallow waters of the Mediterranean. We show that using this technique, increased performance is achieved compared to standard H.264/AVC based codecs in both objective and subjective terms.
介绍了一种用于水声通信的低数据率视频压缩方案。最近,基于多载波的水声调制解调器已被提出并测试,数据速率高达每秒数十千比特,传输距离约为1-4公里。使用这些速率在线传输视频数据需要极大的压缩。在此,我们提出了预编码器和后解码器处理,以降低数据速率。这是通过利用水下视频的特征来排除帧来实现的。在模拟环境中,利用地中海浅海潜水员拍摄的多个视频样本对该算法进行了测试和分析。我们表明,与基于H.264/AVC的标准编解码器相比,使用这种技术在客观和主观方面都提高了性能。
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引用次数: 5
Long-term features of quartz pressure gauges inferred from experimental and in-situ observations 从实验和现场观测推断石英压力表的长期特征
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964447
H. Matsumoto, E. Araki, K. Kawaguchi, S. Nishida, Y. Kaneda
DONET, i.e., the dense ocean-floor network system for earthquakes and tsunamis has started its operation in the Nankai Trough, SW Japan in the early of 2010, and followed by the extension to the westward region as DONET2 in near future. DONET observatory is composed of various sensors such as broadband seismometer, seismic accelerometer, tsunami meter, etc. The present study focuses on quartz pressure gauges being used as tsunami meters measuring water pressure change. In the present study, long-term pressure gauges' characteristics have been evaluated by using the JAMSTEC's high accuracy pressure standard before deploying into the deep-sea. The high accuracy pressure standard is mainly customized by a piston gauge, a pressure generator/controller, a reference pressure monitor, and a thermal controlled large capacity chamber, which virtually reproduces the deep-sea environment. 20 MPa hydraulic pressure was applied to the pressure gauges under the constant temperature of 2°C, which is equivalent to the ocean-bottom of 2,000 meters depth for the duration of approximately one month. As a result, sensors' drift varies among pressure gauges, however, which implies that the gradual drift possibly occurs a few centimeters per month in maximum. We also discuss the sensors' drift after deploying the deep-sea by analyzing the long-term in-situ observations, which shows that it continues at a rate of a few to ten centimeters per year in the early stage, then it tends to be reduced gradually.
DONET即地震海啸密集海底网络系统,于2010年初在日本西南部南开海槽开始运行,并在不久的将来以DONET2的形式向西扩展。DONET天文台由宽带地震仪、地震加速度计、海啸计等多种传感器组成。本研究的重点是石英压力表作为海啸测定仪用于测量水压变化。在本研究中,在部署到深海之前,使用JAMSTEC的高精度压力标准对长期压力表的特性进行了评估。高精度压力标准主要由活塞计、压力发生器/控制器、参考压力监测器和热控大容量室定制,几乎可以重现深海环境。在2℃的恒定温度下,给压力表施加20兆帕的水压,相当于在2000米深的海底持续大约一个月的时间。因此,传感器的漂移在不同的压力表之间是不同的,然而,这意味着逐渐的漂移可能每个月最多发生几厘米。通过长期的原位观测,讨论了传感器在深海部署后的漂移,表明传感器的漂移在早期以每年几到十厘米的速度持续,然后逐渐减小。
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引用次数: 13
Probing the suspended marine algae using polarized-light scattering 利用偏振光散射探测悬浮海藻
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964437
Ran Liao, Hui Ma
In situ marine algae detection is very important for many global issues. Even though polarized-light scattering has the promising application in the biomedical characterization, its potential to detect marine algae is still not clear. The movements of the suspended marine algae due to their own migrations, arise challenges for the polarization measurement and information acquisition. In this paper, we response the challenges and show the potential of the polarized-light scattering to detect the marine algae. We measure the scattering signals of the aqueous suspension of the glass fibers by use of a 2-channel simultaneous polarization measurement setup and describe the properties of the signals. After comparing and analyzing of the polarizations of glass fibers with different orientations, we reveal the ability of polarized-light scattering to retrieve the orientation distribution of the cylindrical scatterers of the sample, and show the method's potential to detect the marine algae.
海洋藻类的原位检测对解决许多全球性问题具有重要意义。尽管偏振光散射技术在生物医学表征中具有很好的应用前景,但其在海洋藻类检测中的潜力仍不明确。悬浮藻自身的迁移特性给极化测量和信息采集带来了挑战。在本文中,我们回应了这些挑战,并展示了偏振光散射检测海洋藻类的潜力。利用双通道同步偏振测量装置测量了玻璃纤维水溶液悬浮液的散射信号,并描述了信号的性质。通过对不同取向玻璃纤维的偏振特性进行比较分析,揭示了偏振光散射能够检索样品中圆柱形散射体的取向分布,并展示了该方法检测海藻的潜力。
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引用次数: 3
Dynamics analysis of wave-driven unmanned surface vehicle in longitudinal profile 波浪驱动无人水面航行器纵剖面动力学分析
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964333
B. Tian, Jiancheng Yu, Aiqun Zhang, Fumin Zhang, Zhier Chen, K. Sun
Wave-driven unmanned surface vehicle (WUSV) is a great success of application of solar and wave energy in the ocean robot. In this paper, the nonlinear dynamic model of WUSV in two dimension is established based on the analysis of its driving principle in the longitudinal profile. Then, we calculate the wave and driving force, and determine hydrodynamic coefficients according to the empirical data and experimental platform of WUSV. Finally, we simplify the nonlinear equations and present the simulation results of the model.
波浪驱动无人水面航行器(WUSV)是太阳能和波浪能在海洋机器人中应用的巨大成功。本文在分析其纵剖面驱动原理的基础上,建立了WUSV的二维非线性动力学模型。然后,根据经验数据和实验平台,计算波浪和驱动力,确定水动力系数。最后,对非线性方程进行了简化,给出了模型的仿真结果。
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引用次数: 18
Distributions of soft-decision symbols using channel-estimation based equalizers 使用基于信道估计的均衡器的软判决符号分布
Pub Date : 2014-04-07 DOI: 10.1109/OCEANS-TAIPEI.2014.6964326
S. H. Huang, T. C. Yang, J. Tsao
For communications, the estimated symbols (the output of a channel equalizer) is sometimes referred to as soft-estimate of the (transmitted) symbols. The mean squared Euclidian distribution between the soft symbol and true symbols yields the mean squared symbol estimation error, sometimes referred to as the soft-decision error. The soft symbol distribution is a key measure of the equalizer performance and is used for calculating the probability of bit errors. In this paper, we apply a channel estimation (CE) based decision feedback equalizer (DFE) to at sea data. For CE-DFE, we assume channel estimation in the training mode to avoid the error feedback problem that often occurs in real data processing. The reason is to study the relationship between equalizer performance and channel estimation performance without the error feedback problem. Specifically, we investigate the relation between the soft-decision error and signal prediction error; the latter is used as a measure for the channel estimation error. For channel estimation, we used various algorithms based on signal subspace tracking as well as conventional full space tracking. For each channel estimation algorithm, we estimate the symbol distribution. We find the distributions of the soft-estimate symbols are well fitted by a Gaussian normal distribution, with a variance predictable by the signal prediction error.
对于通信,估计的符号(信道均衡器的输出)有时被称为(传输)符号的软估计。软符号和真符号之间的均方欧几里德分布产生均方符号估计误差,有时称为软决策误差。软符号分布是衡量均衡器性能的关键指标,用于计算误码概率。本文将基于信道估计(CE)的决策反馈均衡器(DFE)应用于海上数据。对于CE-DFE,我们在训练模式下假设信道估计,以避免在实际数据处理中经常出现的误差反馈问题。目的是研究在不存在误差反馈问题的情况下均衡器性能与信道估计性能之间的关系。具体来说,我们研究了软判决误差与信号预测误差之间的关系;后者被用作信道估计误差的度量。对于信道估计,我们使用了基于信号子空间跟踪和传统全空间跟踪的各种算法。对于每种信道估计算法,我们估计了符号分布。我们发现软估计符号的分布很好地拟合为高斯正态分布,方差可由信号预测误差预测。
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引用次数: 2
期刊
OCEANS 2014 - TAIPEI
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