Tianlin Wang
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Research Subjects
Tianlin Wang has a total of 29 co-authors. Here are the top co-authors by number of shared publications:
- Pengyao Yu
College of Naval Architecture and Ocean Engineering, Dalian Maritime University, Dalian 116026, China
5 shared publications - Chunbo Zhen
Dalian Maritime University
4 shared publications - Han Zhou
The 714 Institute of CSSC
4 shared publications - Shaojuan Su
Naval Architecture and Ocean Engineering College, Dalian Maritime University, Dalian, China
2 shared publications - Wei Lan
School of Naval Architecture and Ocean Engineering, Dalian Maritime University, Dalian, China
2 shared publications - Xiang Jin
School of Marine Electrical Engineering, Dalian Maritime University, Dalian 116026, China
2 shared publications
Latest Publications
- Open Access
- 1 January 2022
- Published by Wiley in Complexity
- Vol. 2022 (1)
Learning‐Based Path Planning Algorithm in Ocean Currents for Multi‐Glider
In practical application studies of glider formations, ocean currents are a major influencing factor in their path planning. The purpose of this paper is to solve the path planning problem of glider formations in time‐varying ocean currents and establish gliders, glider formation, and ocean current models based on existing data. The Doc‐CNN architecture is tailored to conform to the operation and environment characteristics of gliders in practical application. After experiments, the algorithm of the improved architecture can be used in the path planning task of glider formation. The algorithm architecture is compared and tested on two datasets, grid maps and ocean maps. Doc‐CNN has an advantage over architecture without being tailored to glider characteristics and makes full use of known global information and local information collected by gliders themselves. The results show that the path planning problem of glider formation in ocean currents can be solved by using Doc‐CNN.
- 1 January 2022
- Published by Wiley in Complexity
- Vol. 2022 (1)
Open AccessLearning‐Based Path Planning Algorithm in Ocean Currents for Multi‐Glider
In practical application studies of glider formations, ocean currents are a major influencing factor in their path planning. The purpose of this paper is to solve the path planning problem of glider formations in time‐varying ocean currents and establish gliders, glider formation, and ocean current models based on existing data. The Doc‐CNN architecture is tailored to conform to the operation and environment characteristics of gliders in practical application. After experiments, the algorithm of the improved architecture can be used in the path planning task of glider formation. The algorithm architecture is compared and tested on two datasets, grid maps and ocean maps. Doc‐CNN has an advantage over architecture without being tailored to glider characteristics and makes full use of known global information and local information collected by gliders themselves. The results show that the path planning problem of glider formation in ocean currents can be solved by using Doc‐CNN.
- Open Access
Value Iteration Networks with Double Estimator for Planetary Rover Path Planning
Path planning technology is significant for planetary rovers that perform exploration missions in unfamiliar environments. In this work, we propose a novel global path planning algorithm, based on the value iteration network (VIN), which is embedded within a differentiable planning module, built on the value iteration (VI) algorithm, and has emerged as an effective method to learn to plan. Despite the capability of learning environment dynamics and performing long-range reasoning, the VIN suffers from several limitations, including sensitivity to initialization and poor performance in large-scale domains. We introduce the double value iteration network (dVIN), which decouples action selection and value estimation in the VI module, using the weighted double estimator method to approximate the maximum expected value, instead of maximizing over the estimated action value. We have devised a simple, yet effective, two-stage training strategy for VI-based models to address the problem of high computational cost and poor performance in large-size domains. We evaluate the dVIN on planning problems in grid-world domains and realistic datasets, generated from terrain images of a moon landscape. We show that our dVIN empirically outperforms the baseline methods and generalize better to large-scale environments.
Open AccessValue Iteration Networks with Double Estimator for Planetary Rover Path Planning
Path planning technology is significant for planetary rovers that perform exploration missions in unfamiliar environments. In this work, we propose a novel global path planning algorithm, based on the value iteration network (VIN), which is embedded within a differentiable planning module, built on the value iteration (VI) algorithm, and has emerged as an effective method to learn to plan. Despite the capability of learning environment dynamics and performing long-range reasoning, the VIN suffers from several limitations, including sensitivity to initialization and poor performance in large-scale domains. We introduce the double value iteration network (dVIN), which decouples action selection and value estimation in the VI module, using the weighted double estimator method to approximate the maximum expected value, instead of maximizing over the estimated action value. We have devised a simple, yet effective, two-stage training strategy for VI-based models to address the problem of high computational cost and poor performance in large-size domains. We evaluate the dVIN on planning problems in grid-world domains and realistic datasets, generated from terrain images of a moon landscape. We show that our dVIN empirically outperforms the baseline methods and generalize better to large-scale environments.
- Open Access
- 23 November 2021
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 9, 158098-158115
Improved RRT Algorithms to Solve Path Planning of Multi-Glider in Time-Varying Ocean Currents
In this paper, through the application research of underwater gliders, it is found that ocean currents are the major influencing factor in the practical application of gliders. The objective of this study is to solve the path planning of glider formation in time-varying ocean currents. Using the existing glider model, energy consumption model and time-varying ocean current model are established based on the existing data, and a model close to the practical application of glider formation is established as well. The existing RRT algorithms are improved to be OCi-RRT (Ocean current improved RRT) algorithms based on environmental ocean currents. the algorithms are used to solve the path planning problems encountered in the practical application of gliders. Through simulations that are close to the restrictions of reality and the ideal communication state, it indicates that the improved RRT algorithms are suitable for path planning of glider formation in real ocean current environments. Then, a large number of simulation experiments are conducted, the results show that OCi-RRT* can reduce the number of cycles and path length by up to 14%, and the unit energy utilization can increase by up to 25% comparing with the RRT algorithm.
- 23 November 2021
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 9, 158098-158115
Open AccessImproved RRT Algorithms to Solve Path Planning of Multi-Glider in Time-Varying Ocean Currents
In this paper, through the application research of underwater gliders, it is found that ocean currents are the major influencing factor in the practical application of gliders. The objective of this study is to solve the path planning of glider formation in time-varying ocean currents. Using the existing glider model, energy consumption model and time-varying ocean current model are established based on the existing data, and a model close to the practical application of glider formation is established as well. The existing RRT algorithms are improved to be OCi-RRT (Ocean current improved RRT) algorithms based on environmental ocean currents. the algorithms are used to solve the path planning problems encountered in the practical application of gliders. Through simulations that are close to the restrictions of reality and the ideal communication state, it indicates that the improved RRT algorithms are suitable for path planning of glider formation in real ocean current environments. Then, a large number of simulation experiments are conducted, the results show that OCi-RRT* can reduce the number of cycles and path length by up to 14%, and the unit energy utilization can increase by up to 25% comparing with the RRT algorithm.
- Open Access
- 27 August 2020
- Published by MDPI AG in Journal of Marine Science and Engineering
- Vol. 8 (9) , 663
Analysis of the In Situ Steering Motion Characteristics and Sensitivity of Disc-Type Underwater Gliders
A disc-type underwater glider (DTUG) has a highly symmetrical shape and is characterized by omnidirectional characteristics and high maneuverability in small bodies of water. To further explore the disc shape’s advantages and characteristics in steering motion, DTUG motion was simulated by Matlab/Simulink. Based on the structural characteristics of DTUG, the motion control equations were established. The simulation of DTUG’s steering motion is carried out and compared with a previous DTUG (LUNA). The sensitivity analysis and Lyapunov stability analysis were also conducted. The results showed that the in situ steering motion can be realized by controlling the position of the center of gravity (CG) of DTUG without moving vertically, which facilitates rapid adjustment of the yaw angle and flexible movement in small bodies of water. The in situ steering motion was significantly affected by the control parameters. The parameter that had the greatest effect on it can be obtained through sensitivity analysis, which can guide DTUG to better adjust the yaw angle under different conditions. The stability analysis showed that the DTUG can remain stable within the range of the control parameter.
- 27 August 2020
- Published by MDPI AG in Journal of Marine Science and Engineering
- Vol. 8 (9) , 663
Open AccessAnalysis of the In Situ Steering Motion Characteristics and Sensitivity of Disc-Type Underwater Gliders
A disc-type underwater glider (DTUG) has a highly symmetrical shape and is characterized by omnidirectional characteristics and high maneuverability in small bodies of water. To further explore the disc shape’s advantages and characteristics in steering motion, DTUG motion was simulated by Matlab/Simulink. Based on the structural characteristics of DTUG, the motion control equations were established. The simulation of DTUG’s steering motion is carried out and compared with a previous DTUG (LUNA). The sensitivity analysis and Lyapunov stability analysis were also conducted. The results showed that the in situ steering motion can be realized by controlling the position of the center of gravity (CG) of DTUG without moving vertically, which facilitates rapid adjustment of the yaw angle and flexible movement in small bodies of water. The in situ steering motion was significantly affected by the control parameters. The parameter that had the greatest effect on it can be obtained through sensitivity analysis, which can guide DTUG to better adjust the yaw angle under different conditions. The stability analysis showed that the DTUG can remain stable within the range of the control parameter.
- 5 August 2020
- Published by Springer Nature in International Journal of Control, Automation, and Systems
- Vol. 19 (1) , 532-547
Disc-type Underwater Glider Modeling and Analysis for Omnidirectional and Steering Motion Characteristics
- 5 August 2020
- Published by Springer Nature in International Journal of Control, Automation, and Systems
- Vol. 19 (1) , 532-547
Disc-type Underwater Glider Modeling and Analysis for Omnidirectional and Steering Motion Characteristics
- Open Access
- 1 March 2020
- Published by Walter de Gruyter GmbH in Polish Maritime Research
- Vol. 27 (1) , 162-172
Cabin Placement Layout Optimisation Based on Systematic Layout Planning and Genetic Algorithm
Cabin placement layout is an important part of ship cabin layout design. A good cabin placement layout can improve the efficiency of the ship’s cabin arrangement. However, optimisation of the layout of cabin placement is not widely studied and more often relies on the experience of the staff. Thus, a novel methodology combining systematic layout planning and a genetic algorithm to optimise the cabin placement is presented in this paper. First key elements are converted by a systematic planning method that is often applied in factory layout, and a preliminary cabin placement layout model is established according to these key elements. Then the circulation strength and adjacency strength are taken as sub-objectives to establish a mathematical model, and an improved genetic algorithm is used to optimise the model. The result of the optimisation is compared with the initial schemes to verify the validity of the algorithm. Finally, the human factors are introduced according to the actual situation. The AHP method is used to select the layout scheme of the cabin that is most likely to be applied in the actual cabin layout.
- 1 March 2020
- Published by Walter de Gruyter GmbH in Polish Maritime Research
- Vol. 27 (1) , 162-172
Open AccessCabin Placement Layout Optimisation Based on Systematic Layout Planning and Genetic Algorithm
Cabin placement layout is an important part of ship cabin layout design. A good cabin placement layout can improve the efficiency of the ship’s cabin arrangement. However, optimisation of the layout of cabin placement is not widely studied and more often relies on the experience of the staff. Thus, a novel methodology combining systematic layout planning and a genetic algorithm to optimise the cabin placement is presented in this paper. First key elements are converted by a systematic planning method that is often applied in factory layout, and a preliminary cabin placement layout model is established according to these key elements. Then the circulation strength and adjacency strength are taken as sub-objectives to establish a mathematical model, and an improved genetic algorithm is used to optimise the model. The result of the optimisation is compared with the initial schemes to verify the validity of the algorithm. Finally, the human factors are introduced according to the actual situation. The AHP method is used to select the layout scheme of the cabin that is most likely to be applied in the actual cabin layout.
- Open Access
- 19 November 2019
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 7, 170062-170076
Numerical Investigation on the Shallow Water Entry of Wedges
The presence of the ground may influence hydrodynamic loads acting on structures in some water entry problems, such as the operation of high-speed planning vessels and the emergency landing of aircrafts in shallow rivers. While most investigations have been focused on the water entry with infinite water depth, the water entry with finite water depth is not yet to fully be analyzed. The shallow water entry of wedges is numerically investigated using the finite volume method in this paper. The applications of the numerical method in water entries with infinite and finite water depths are validated by comparing with previous theoretical and experimental results. Based on the validated numerical model, a series of systematic computations on the shallow water entries of wedges with different water depths and deadrise angles are carried out. Three non-dimensional ratios, Rp, Rr and RF, are introduced to quantify the influence of the presence of the ground on pressure field, free surface evolution and impact force, respectively. Then, the hydrodynamics related to the shallow water entry of wedges are investigated through the comparison with the infinite-depth water entry.
- 19 November 2019
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 7, 170062-170076
Open AccessNumerical Investigation on the Shallow Water Entry of Wedges
The presence of the ground may influence hydrodynamic loads acting on structures in some water entry problems, such as the operation of high-speed planning vessels and the emergency landing of aircrafts in shallow rivers. While most investigations have been focused on the water entry with infinite water depth, the water entry with finite water depth is not yet to fully be analyzed. The shallow water entry of wedges is numerically investigated using the finite volume method in this paper. The applications of the numerical method in water entries with infinite and finite water depths are validated by comparing with previous theoretical and experimental results. Based on the validated numerical model, a series of systematic computations on the shallow water entries of wedges with different water depths and deadrise angles are carried out. Three non-dimensional ratios, Rp, Rr and RF, are introduced to quantify the influence of the presence of the ground on pressure field, free surface evolution and impact force, respectively. Then, the hydrodynamics related to the shallow water entry of wedges are investigated through the comparison with the infinite-depth water entry.
- 26 October 2019
- Published by Springer Nature in Journal of Marine Science and Technology
- Vol. 25 (3) , 828-841
Study on the vertical motion characteristics of disc-type underwater gliders with zero pitch angle
- 26 October 2019
- Published by Springer Nature in Journal of Marine Science and Technology
- Vol. 25 (3) , 828-841
Study on the vertical motion characteristics of disc-type underwater gliders with zero pitch angle
- Open Access
- 26 April 2019
- Published by MDPI AG in Journal of Marine Science and Engineering
- Vol. 7 (5) , 122
Parametric Study on the Free-Fall Water Entry of a Sphere by Using the RANS Method
Motivated by the application of water-entry problems in the air-drop deployment of a spherical oceanographic measuring device, the free-fall water entry of a sphere was numerically investigated by using the transient Reynolds-averaged Navier–Stokes (RANS) method. A convergence study was carried out, which accounts for the mesh density and time-step independence. The present model was validated by the comparison of non-dimensional impact force with previous experimental and numerical results. Effects of parameters, such as impact velocity, radius, and mass of the sphere on the impact force and the acceleration of the sphere, are discussed. It is found that the peak value of the non-dimensional impact force is independent of the impact velocity and the radius of the sphere, while it depends on the mass of the sphere. By fitting the relationship between the peak value of the non-dimensional impact force and the non-dimensional mass, simplified formulas for the prediction of peak values of the impact force and the acceleration were achieved, which will be useful in the design of the spherical oceanographic measuring device.
- 26 April 2019
- Published by MDPI AG in Journal of Marine Science and Engineering
- Vol. 7 (5) , 122
Open AccessParametric Study on the Free-Fall Water Entry of a Sphere by Using the RANS Method
Motivated by the application of water-entry problems in the air-drop deployment of a spherical oceanographic measuring device, the free-fall water entry of a sphere was numerically investigated by using the transient Reynolds-averaged Navier–Stokes (RANS) method. A convergence study was carried out, which accounts for the mesh density and time-step independence. The present model was validated by the comparison of non-dimensional impact force with previous experimental and numerical results. Effects of parameters, such as impact velocity, radius, and mass of the sphere on the impact force and the acceleration of the sphere, are discussed. It is found that the peak value of the non-dimensional impact force is independent of the impact velocity and the radius of the sphere, while it depends on the mass of the sphere. By fitting the relationship between the peak value of the non-dimensional impact force and the non-dimensional mass, simplified formulas for the prediction of peak values of the impact force and the acceleration were achieved, which will be useful in the design of the spherical oceanographic measuring device.
- Open Access
- 7 March 2019
- Published by MDPI AG in Journal of Marine Science and Engineering
- Vol. 7 (3) , 62
Numerical and Experimental Study on Trimaran Cross-Deck Structure’s Fatigue Characteristics Based on the Spectral Fatigue Method
Spectral fatigue analysis is performed on the trimaran cross-deck structural detail. A global finite element (FE) model with local fine meshes at hot spot locations is built for the calculation of structural response. Three-dimensional linear potential flow theory and global FE analysis are used for wave load and stress transfer function calculations. Then, the hot spots’ fatigue damage is calculated, considering various factors influencing spectral analysis, which includes cycle counting correction factors, wave scatter diagram, and the distribution coefficient of wave headings. A full-scale model fatigue test is used to investigate the fatigue behavior of the cross-deck structural detail. Using the fatigue test data, the curve characteristic of the cross-deck structural detail is produced. Finally, the trimaran cross-deck structural detail’s fatigue characteristics are summarized and the effects of the factors influencing spectral fatigue analysis are reported.- 7 March 2019
- Published by MDPI AG in Journal of Marine Science and Engineering
- Vol. 7 (3) , 62
Open AccessNumerical and Experimental Study on Trimaran Cross-Deck Structure’s Fatigue Characteristics Based on the Spectral Fatigue Method
Spectral fatigue analysis is performed on the trimaran cross-deck structural detail. A global finite element (FE) model with local fine meshes at hot spot locations is built for the calculation of structural response. Three-dimensional linear potential flow theory and global FE analysis are used for wave load and stress transfer function calculations. Then, the hot spots’ fatigue damage is calculated, considering various factors influencing spectral analysis, which includes cycle counting correction factors, wave scatter diagram, and the distribution coefficient of wave headings. A full-scale model fatigue test is used to investigate the fatigue behavior of the cross-deck structural detail. Using the fatigue test data, the curve characteristic of the cross-deck structural detail is produced. Finally, the trimaran cross-deck structural detail’s fatigue characteristics are summarized and the effects of the factors influencing spectral fatigue analysis are reported.