AI4Mobile: Use Cases and Challenges of AI-based QoS Prediction for High-Mobility Scenarios

被引：5

作者：

Kuelzer, Daniel F. ^{[1
]}

Kasparick, Martin ^{[2
]}

Palaios, Alexandros ^{[3
]}

Sattiraju, Raja ^{[5
]}

Ramos-Canto, Oscar D. ^{[4
]}

Wieruch, Dennis ^{[2
]}

Tchouanken, Hugues ^{[4
]}

Goettsch, Fabian ^{[6
]}

Geuer, Philipp ^{[3
]}

Schwardman, Jens ^{[4
]}

Fettweis, Gerhard ^{[6
]}

Schotten, Hans D. ^{[5
]}

Stanczak, Slawomir ^{[2
,7
]}

机构：

[1] BMW Grp Res New Technol Innovat, Munich, Germany

[2] Fraunhofer Heinrich Hertz Inst, Berlin, Germany

[3] Ericsson Res, Dusseldorf, Germany

[4] Robert Bosch GmbH, Gerlingen, Germany

[5] Univ Kaiserslautern, Kaiserslautern, Germany

[6] Tech Univ Dresden, Dresden, Germany

[7] Tech Univ Berlin, Berlin, Germany

来源：

2021 IEEE 93RD VEHICULAR TECHNOLOGY CONFERENCE (VTC2021-SPRING) | 2021年

关键词：

WIRELESS NETWORKS; MACHINE; DESIGN;

D O I：

10.1109/VTC2021-Spring51267.2021.9449059

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

The integration of functions into future communication systems that predict crucial Quality of Service (QoS) parameters is expected to enable many new or enhanced use cases, for example, in vehicular networks and Industry 4.0. Especially with high user mobility, QoS prediction is required in an End-to-End (E2E) fashion to guarantee uninterrupted connectivity and provisioning of real-time applications. In this paper, we present a concise list of mobility use cases, both from automotive and industrial production domains, that benefit from Artificial Intelligence-based QoS prediction. These applications are investigated in the publicly-funded research project AI4Mobile by a representative consortium of industry and academia. Based on a literature review, we identify the main challenges in realizing predictive QoS at high mobility, and we propose research directions to enable the envisioned E2E solutions.

引用

页数：7

共 27 条

[21] USE AND EVALUATION OF AI-BASED VOICE ASSISTANCE IN EVERYDAY LIVES OF OLDER PEOPLE WITH AND WITHOUT ID: RESULTS OF A 4-WEEK FIELD STUDY (AI-AGING PROJECT)
Zentel, P.
Hammann, T.
Schlomann, A.
Even, C.
Heyl, V.
Rietz, C.
Wahl, H-W
JOURNAL OF INTELLECTUAL DISABILITY RESEARCH, 2024, 68 (07) : 668 - 668
[22] Channel Prediction With Time-Varying Doppler Spectrum in High-Mobility Scenarios: A Polynomial Fourier Transform Based Approach and Field Measurements
Wang, Xianling
Shi, Yi
Xin, Wenbo
Wang, Tianci
Yang, Guangli
Jiang, Zhiyuan
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 22 (11) : 7116 - 7129
[23] From High Resolution Tandem Mass Spectrometry to Pollutant Toxicity AI-Based Prediction: A Case Study of 7 Endocrine Disruptors Endpoints
Zhang, Xin
Han, Xiaoxiao
Xiang, Tongtong
Liu, Yanna
Pan, Wenxiao
Xue, Qiao
Liu, Xian
Fu, Jianjie
Zhang, Aiqian
Qu, Guangbo
Jiang, Guibin
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2025, 59 (09) : 4505 - 4517
[24] AI-based analysis of fetal growth restriction in a prospective obstetric cohort quantifies compound risks for perinatal morbidity and mortality and identifies previously unrecognized high risk clinical scenarios
Zimmerman, Raquel M.
Hernandez, Edgar J.
Yandell, Mark
Tristani-Firouzi, Martin
Silver, Robert M.
Grobman, William
Haas, David
Saade, George
Steller, Jonathan
Blue, Nathan R.
BMC PREGNANCY AND CHILDBIRTH, 2025, 25 (01)
[25] Editorial: AI-based prediction of high-impact weather and climate extremes under global warming: A perspective from the large-scale circulations and teleconnections
Zhi, Xiefei
Wang, Jingyu
FRONTIERS IN EARTH SCIENCE, 2023, 11
[26] Outdoor Mobile Mapping and AI-Based 3D Object Detection with Low-Cost RGB-D Cameras: The Use Case of On-Street Parking Statistics
Nebiker, Stephan
Meyer, Jonas
Blaser, Stefan
Ammann, Manuela
Rhyner, Severin
REMOTE SENSING, 2021, 13 (16)
[27] Comparative evaluation of AI-based intelligent GEP and ANFIS models in prediction of thermophysical properties of Fe3O4-coated MWCNT hybrid nanofluids for potential application in energy systems
Sharma, Prabhakar
Said, Zafar
Memon, Saim
Elavarasan, Rajvikram Madurai
Khalid, Mohammad
Xuan Phuong Nguyen
Anh Tuan Hoang
Lan Huong Nguyen
Arici, Muslum
INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2022, 46 (13) : 19242 - 19257

← 1 2 3 →