When the penetrator collides with the target, the penetrator has different penetrating characteristics and residual velocity after penetration, according to the geometry of the penetrator. In this study, we optimized the geometry of the penetrator using the artificial neural network and the genetic algorithm to derive the best penetration performance. The Latin hypercube sampling method was used to collect the sample data, Simulation for predicting the behavior of the penetrator was conducted with the finite cavity pressure method to generate the training data for the artificial neural network. Also, the optimal hyper parameter was derived by using the Latin hypercube sampling method and the artificial neural network was used as the fitness function of the genetic algorithm to optimize the geometry of the penetrator. The optimized geometry presented the deepest penetration depth.
Citations
Citations to this article as recorded by
A Study on 3D Printing Conditions Prediction Model of Bone Plates Using Machine Learning Song Yeon Lee, Yong Jeong Huh Journal of the Korean Society for Precision Engineering.2022; 39(4): 291. CrossRef
Wire feeding type directed energy deposition (DED) process is able to produce metal parts with high density at high deposition rate. However, the parts are subjected to high residual stresses and distortion due to its large heat input. In order to simulate the thermal stress, a proper heat input parameter is required. The goal of this paper is to investigate the efficiency and penetration depth of the applied heat flux in the DED process. The estimation method for the penetration depth and efficiency of applied heat flux is proposed using the thermal finite element analyses (FEAs). A finite element model is developed according to the cross sectional profile of the actual deposited beads. A top-hat volumetric heat flux is adopted to simulate the transient thermal phenomenon of the laser based wire feeding type DED process. The estimated heat affected zone (HAZ) from the FEAs is compared with the experimental results in order to estimate the proper efficiency and penetration depth of the laser beam for each condition of DED process.
Citations
Citations to this article as recorded by
Additive manufacturing of metal matrix composites Mohan Sai Kiran Kumar Yadav Nartu, Priyanshi Agrawal Materials & Design.2025; 252: 113609. CrossRef
Understanding the formation of laser-induced melt pools with both wire and powder feeding in directed energy deposition Yue Zhou, Dayue Jiang, Audai Al-Akailah, Fuda Ning Additive Manufacturing.2024; 89: 104312. CrossRef
Processing correlations of laser direct energy deposited Inconel718 based on multi-field numerical simulation ShanQing Liang, FengXian Li, YiChun Liu, JianHong Yi, Xiaowei Zhang, Liang Liu, CaiJu Li, JingMei Tao, Rui Bao, Jürgen Eckert Materials Science and Engineering: A.2024; 913: 147075. CrossRef
Directed energy deposition of SS 316L/SiC composites using coincident and coaxial wire-powder feeding Yue Zhou, Fuda Ning Manufacturing Letters.2023; 35: 557. CrossRef
Influence of Substrate Phase and Inclination Angle on Heat Transfer Characteristics in Vicinity of Hastelloy X Regions
Deposited on S45C via Directed Energy Deposition Sun-Ho Baek, Kwang-Kyu Lee, Dong-Kyu Ahn, Woo-Sung Kim, Ho-Jin Lee Journal of the Korean Society of Manufacturing Process Engineers.2021; 20(10): 27. CrossRef
Directed Energy Deposition (DED) Process: State of the Art Dong-Gyu Ahn International Journal of Precision Engineering and Manufacturing-Green Technology.2021; 8(2): 703. CrossRef
A Study on the Heat Transfer Characteristics of Single Bead
Deposition of Inconel 718 Superalloy on S45C Structural Steel Using a DMT
Process Kwang-Kyu Lee, Dong-Gyu Ahn, Woo-Sung Kim, Ho-Jin Lee Journal of the Korean Society of Manufacturing Process Engineers.2020; 19(8): 56. CrossRef
Estimation Method of Interpass Time for the Control of Temperature during a Directed Energy Deposition Process of a Ti–6Al–4V Planar Layer Bih-Lii Chua, Dong-Gyu Ahn Materials.2020; 13(21): 4935. CrossRef
A Study on Activation Algorithm of Finite Elements for Three-Dimensional Transient Heat Transfer Analysis of Directed Energy Deposition Process Bih-Lii Chua, Ho-Jin Lee, Dong-Gyu Ahn, Yeqing Wang International Journal of Precision Engineering and Manufacturing.2019; 20(5): 863. CrossRef
Influences of deposition strategies on thermo-mechanical characteristics of a multilayer part deposited by a wire feeding type DED process Bih Lii Chua, Dong-Gyu Ahn, Jae-Gu Kim Journal of Mechanical Science and Technology.2019; 33(12): 5615. CrossRef
Optimization of Manufacturing Conditions of Pressure-Sensitive Ink Based on MWCNTs Sung-Chul Park, In-Hwan Lee, Yong-Hwan Bae, Ho-chan Kim Journal of the Korean Society of Manufacturing Process Engineers.2019; 18(8): 1. CrossRef
Influence of process parameters on temperature and residual stress distributions of the deposited part by a Ti-6Al-4V wire feeding type direct energy deposition process Bih Lii Chua, Ho Jin Lee, Dong-Gyu Ahn, Jae Gu Kim Journal of Mechanical Science and Technology.2018; 32(11): 5363. CrossRef
Influence of Angle of Corner Deposition on Temperature and Residual Stress Distributions in the Vicinity of the Deposited Region by a Ti-6Al-4V Wire-Feeding Type of Direct Energy Deposition Process Bih Lii Chua, Ho Jin Lee, Dong-Gyu Ahn, Jae Gu Kim Journal of the Korean Society for Precision Engineering.2018; 35(9): 853. CrossRef
In this study, a numerical analysis on the impact response of HHA (High Hardness Armor Plate) sequences under a 7.62 mm projectile impact was performed to obtain the fundamental design data for a combat-vehicle platform. Recently, the ballistic-protection levels for combat vehicles have increased, and ballistic-protection designs should now be able to deflect multi-hit projectiles. To study the ballistic-impact characteristics, armor-plate sequences of one or two layers with a gap of 0 mm to 2 mm between the front and rear plate were defined under the same weight and thickness. For the certification of the reliability of the numerical model, ballistic tests and an analysis of the single plate under the 7.62 mm projectile impact were performed and analyzed. On the basis of a valid numerical model, a numerical analysis was performed and analyzed. Lastly, it was proved that the performances of the two-layer sequence with the 2 mm gap regarding the impact-response acceleration, deflection efficiency, and penetration depth are the highest.