Lightweight Models for Real-Time Steganalysis: A Comparison of MobileNet, ShuffleNet, and EfficientNet by Achmad Bauravindah, Dhomas Hatta Fudholi

“…ShuffleNet and EfficientNet performed at random-guessing levels with 50% accuracy, reflecting the challenges of steganalysis on mobile platforms. Future work aims to improve accuracy by integrating advanced preprocessing techniques, attention mechanisms, and hybrid architectures, as well as leveraging ensemble methods for improved detection. …”
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Sensitivity Analysis of Gas Retrieval from FS MAX-DOAS Measurements by Jiangman Xu, Ang Li, Zhaokun Hu, Hongmei Ren

“…The inversion results of the measured spectra collected by the system show that FS MAX-DOAS can meet the requirements of both ground and mobile platform observation scenarios. The results of our sensitivity study are of great significance for guiding experiments.…”
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A Smart Electronic Tagging System Based on Context Awareness and Machine-to-Machine Interworking by Gil-Yong Lee, Nam-Yeol Yun, Sung-Chul Lee, Soo-Hyun Park

“…The purpose of this study is to connect the Ubiquitous System Network (USN), which consumes little electricity, and Android mobile platforms, which are commonly used for machine-to-machine communication. …”
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Enhancing unity-based AR with optimal lossless compression for digital twin assets. by Mohammed Hlayel, Hairulnizam Mahdin, Mohammad Hayajneh, Saleh H AlDaajeh, Siti Salwani Yaacob, Mazidah Mat Rejab

“…It finally leads to more efficient implementations of AR digital twins on resource-constrained mobile platforms with greater flexibility in development and a better end-user experience. …”
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New Media Marketing Strategy Optimization in the Catering Industry Based on Deep Machine Learning Algorithms by Zikang Peng

“…With the in-depth development of new-generation network technologies such as the Internet, big data, and cloud intelligence, people can obtain massive amounts of information on mobile phones or mobile platforms. The era of unreachable big data has arrived, which raises questions for the development of corporate marketing. …”
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Assessment of knowledge, attitudes, and perceptions toward flood risk insurance amongst low-income households in South Africa by David Lefutso, Abiodun A. Ogundeji, Gideon Danso-Abbeam, Yong S. Nyam

“…Increased adoption will come from simplified mobile platforms and communication strategies that highlight the benefits of insurance and risks of inaction. …”
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MSGU-Net: a lightweight multi-scale ghost U-Net for image segmentation by Hua Cheng, Yang Zhang, Huangxin Xu, Huangxin Xu, Dingliang Li, Zejian Zhong, Yinchuan Zhao, Zhuo Yan

“…Moreover, MSGU-Net can serve as a lightweight deep neural network suitable for deployment across a range of intelligent devices and mobile platforms, offering considerable potential for widespread adoption.…”
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Progressive Bitwidth Assignment Approaches for Efficient Capsule Networks Quantization by Mohsen Raji, Amir Ghazizadeh Ahsaei, Kimia Soroush, Behnam Ghavami

“…By using progressive bitwidth assignment and post-training quantization, this work optimizes CapsNets for efficient, real-time visual processing on resource-constrained edge devices, enabling applications in IoT, mobile platforms, and embedded systems.…”
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PhysioDroid: Combining Wearable Health Sensors and Mobile Devices for a Ubiquitous, Continuous, and Personal Monitoring by Oresti Banos, Claudia Villalonga, Miguel Damas, Peter Gloesekoetter, Hector Pomares, Ignacio Rojas

“…Next technical steps include generalization to other mobile platforms and health monitoring devices.…”
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A Lightweight Network for Ship Detection in SAR Images Based on Edge Feature Aware and Fusion by Yuming Li, Jin Liu, Xingye Li, Xiliang Zhang, Zhongdai Wu, Bing Han

“…Recently, with the increasing adoption of synthetic aperture radar (SAR) ship detection methods on mobile platforms, the lightweighting of detection methods has become a research focus. …”
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Low-cost phone-based LiDAR scanning technology provides sub-centimeter accuracy when measuring the main dimensions of motor-manual tree felling cuts by Stelian Alexandru Borz, Andrea Rosario Proto

“…Short-range LiDAR technology integrated in affordable mobile platforms has already been proved to produce reliable estimates on objects located in a limited space, and point cloud processing algorithms have been developed to compare two instances of the same object, potentially enabling the quantification of tree-level wood loss. …”
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Development and Application of an Intelligent Evaluation and Control Platform for Tunnel Smooth Blasting by Baoping Zou, Zhanyou Luo, Jianxiu Wang, Lisheng Hu

“…Using the proposed mobile platform, end users can evaluate and control TSB quality after each blast. …”
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Online Dynamic Tip-Over Analysis for a Wheeled Mobile Dual-Arm Robot with an Improved Tip-Over Moment Stability Criterion by Xianhua Li, Liang Wu, Qing Sun, Tao Song

“…Tip-over stability analysis is critical for the success of mobile manipulation of the dual arm, especially in the cases that the dual arm or the mobile platform moves rapidly. Due to strong dynamics coupling between the dual arm and mobile platform, online evaluation of dynamic stability of the mobile dual-arm robot still remains challenging. …”
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Dynamics Modeling and Experimental Analysis of Omnidirectional Mobile Manipulator by Hong Zhang, Yumin Zeng, Tongde Wang

“…Firstly，the kinematics model of the omnidirectional mobile platform is established according to the characteristics of the Mecanum wheel. …”
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Scheme of mobile informatization in electric power enterprise by Hualu ZHANG, Wei JIA, Tianbing ZHANG, Zhongran ZHOU

“…The electric power enterprises' mobile information development trend was analyzed,an enterprises' mobile informatization scheme based on enterprise “mobile platform and mobile applications”was put forward,including the overall technical route and the overall architecture,the design of enterprise's unified mobile internet application support platform,the construction scheme of mobile application based on the mobile platform and the safety design of mobile informatization implementation.At present,the scheme has been successfully applied in the state grid corporation.…”
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Kinematic Analysis and Trajectory Planning of Redundant Mobile Manipulators by Xia Guangjian, Zeng Qingsheng, Feng Dongyan, Li Shenlin

“…The kinematic analysis was carried out by considering the manipulator and the mobile platform as an integrated system, a generalized form of the geometric Jacobi matrix and its pseudo-inverse were derived. …”
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Trusted computing mobile terminal application research based on biometric trusted access protocol by Jun XU

“…The architecture of safety production monitoring platform was discussed based on the discussion of the TPM trusted platform, the hardware architecture based on trusted mobile platform of ARM + DSP dual core proces-sor was proposed, the user access to the process of biometric authentication and user terminal hardware authentica-tion properties of registration protocol were proposed, and its performance was analyzed. …”
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A Geometric Approach for Robotic Arm Kinematics with Hardware Design, Electrical Design, and Implementation by Kurt E. Clothier, Ying Shang

“…This modeling and analysis approach is tested using a five-degree-of-freedom arm with a gripper style end effector mounted to an iRobot Create mobile platform. The geometric method is easily modifiable for similar robotic system architectures and provides the capability of local autonomy to a system which is very difficult to manually control.…”
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Development of a multi-object tracking algorithm with untrained features of object matching by V.A. Gorbachev, V.F. Kalugin

“…Unlike a static camera platform, the mobile platform causes an accidental camera movement, which leads to sudden changes in the position, angle and scale of objects. …”
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Analysis Method and Application of the Degree of Freedom and Mobility of a Kind of Complex Planar Mechanism by Zhang Yan, Sun Qipeng, Deng Aoran, Qiu Lu, Li Gangyan

“…The screw theory is adopted to analyze the constraint of planar mechanisms branch link on mobile platform,the redundant constraint and partial degree of freedom of mechanism is found out,and the formula of degree of freedom is modified,the mobility of planar mechanisms is researched by analyzing constraints virtual power of mechanisms branch link,which can judge whether mechanism move continuously. …”
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