Germany’s
enterprise infrastructure industry,
in focus.

Scalable Cloud and Distributed Systems

30.3% of this theme group

Researchers highlight challenges in scaling cloud platforms and operating systems for large‑scale distributed computing.

Cloud computing (1,194) · Scalability (126) · Operating system (113) · Distributed computing (68)

Cloud Computing: Issues and Challenges

Cloud Computing Resource Scheduling and a Survey of Its Evolutionary Approaches

Virtualization and Big Data Deployment

19.9% of this theme group

Papers discuss difficulties of deploying big‑data workloads on virtualized cloud infrastructures.

Virtualization (56) · Big data (90) · Software deployment (66) · Cloud computing (214)

Comprehensive Survey on AI-Enhanced Software Systems: From Misinformation Detection to Distributed Infrastructure Optimization

Explainable AI and Multi-Agent Systems for Energy Management in IoT-Edge Environments: A State of the Art Review

Cloud Security and Data Protection

19.9% of this theme group

Works examine threats to cloud environments and strategies for safeguarding data.

Cloud computing security (274) · Computer security (261) · Cloud computing (689) · Data security (59)

An analysis of security issues for cloud computing

Cloud computing security threats and responses

Digital Transformation Business Impacts

11.2% of this theme group

Studies explore how cloud adoption reshapes business models and economic development.

Digital transformation (209) · Digital economy (73) · Cloud computing (257) · Business model (29)

Digital Transformation and Economic Development: Opportunities and Emerging Challenges

Digital Transformation in Business: Opportunities and Challenges

IoT‑Cloud Integration Challenges

6.8% of this theme group

Research points to technical and security hurdles when linking IoT devices with cloud services.

Internet of Things (177) · Cloud computing (184) · Big data (46) · Smart city (21)

IoT and Cloud Computing Issues, Challenges and Opportunities: A Review

IoT–Cloud Integration Security: A Survey of Challenges, Solutions, and Directions

Aerosol‑Cloud Interaction Modeling

6.5% of this theme group

Scientists address difficulties in representing aerosol effects on clouds within climate models.

Aerosol (49) · Atmospheric sciences (31) · Meteorology (24) · Radiative transfer (22)

Improving our fundamental understanding of the role of aerosol−cloud interactions in the climate system

Confronting the Challenge of Modeling Cloud and Precipitation Microphysics

Edge Computing Performance Limits

5.4% of this theme group

Analyses focus on latency and resource constraints for edge devices interfacing with cloud platforms.

Enhanced Data Rates for GSM Evolution (132) · Edge computing (143) · Edge device (63) · Cloud computing (165)

Edge Computing: Vision and Challenges

Edge-Computing Architectures for Internet of Things Applications: A Survey

Cloud Service Performance for Science

21.9% of this theme group

Cautions are raised about reliability and efficiency of cloud resources for scientific workflows.

Cloud computing (216) · Operating system (48) · Distributed computing (20) · Virtual machine (15)

Performance Analysis of Cloud Computing Services for Many-Tasks Scientific Computing

On the Use of Cloud Computing for Scientific Workflows

Remote Sensing Cloud Data Risks

16.2% of this theme group

Papers warn of uncertainties when using cloud‑based processing for satellite and aerosol observations.

Satellite (43) · Radiative transfer (29) · Cloud computing (114) · Remote sensing (18)

Classifying clouds around the globe with the CloudSat radar: 1‐year of results

Reduced aerosol pollution diminished cloud reflectivity over the North Atlantic and Northeast Pacific

Encryption and Cloud Vulnerabilities

15.1% of this theme group

Works caution that encryption alone may not mitigate all security weaknesses in cloud environments.

Cloud computing security (42) · Encryption (32) · Cloud computing (121) · Computer security (33)

Secure cloud computing: Benefits, risks and controls

A survey of risks, threats and vulnerabilities in cloud computing

Climate Model Cloud Representation

12.9% of this theme group

Researchers caution about limitations in current climate models for capturing cloud‑aerosol interactions.

Climate model (31) · Aerosol (52) · Atmospheric sciences (43) · Climatology (25)

Aerosol Effects on Climate via Mixed-Phase and Ice Clouds

Challenges in global climate models to represent cloud response to aerosols: insights from volcanic eruptions

Digital Transformation Audit Concerns

12.4% of this theme group

Studies highlight governance and audit challenges arising from rapid cloud‑driven digital change.

Digital transformation (45) · Cloud computing (84) · Digital economy (14) · Audit (12)

The impact of cloud computing technology on cloud accounting adoption and financial management of businesses

The Impact of Digital Technology on Enterprise Operational Performance

IoT Big Data Sustainability Risks

11.8% of this theme group

Papers note potential sustainability and security issues when scaling IoT analytics on cloud platforms.

Big data (28) · Internet of Things (24) · Analytics (15) · Sustainability (13)

Artificial Intelligence and Cloud-Based Accounting Information Systems: Enhancing Financial Reporting Reliability and Cybersecurity in the D

OPTIMIZING AI-DRIVEN IOT ECOSYSTEMS: ADVANCING SUSTAINABILITY, ENERGY EFFICIENCY, AND SECURITY

Edge Latency and Container Limits

9.6% of this theme group

Research points to latency and container performance constraints in edge computing deployments.

Enhanced Data Rates for GSM Evolution (31) · Edge computing (16) · Edge device (14) · Latency (12)

Characterizing Container Performance in Edge Computing

The Rise of Edge Computing: Driving Efficiency and Experience in Distributed Networks

Intelligent Cloud Scheduling

28.8% of this theme group

Opportunities focus on machine‑learning methods to improve resource allocation and task scheduling in cloud systems.

Cloud computing (1,648) · Scheduling (189) · Distributed computing (144) · Scalability (278)

AI-DRIVEN CLOUD COMPUTING: MACHINE LEARNING MODELS FOR DYNAMIC RESOURCE ALLOCATION, TASK SCHEDULING, AND PERFORMANCE OPTIMIZATION

Integrating Artificial Intelligence with Cloud Platforms to Optimize Performance, Scalability, and Reliability in Distributed Computing Syst

Scalable Virtualized Deployment

19.2% of this theme group

Works propose novel techniques for deploying software at scale across virtualized and big‑data environments.

Scalability (175) · Software deployment (94) · Virtualization (54) · Big data (70)

MAIS: Multi-Model Adaptive Inference Scheduling for Web-Based Intelligent Service Platforms

PLANAR: A Machine Learning Based Approach for Robust Network Resource Placement and Routing

Advanced Cloud Encryption Schemes

16.2% of this theme group

Research explores hybrid cryptographic approaches and AI‑driven intrusion detection for stronger cloud security.

Encryption (242) · Cloud computing (744) · Computer security (155) · Cryptography (91)

A Secure and Intelligent Data Transfer System for Cloud Environments using Hybrid Cryptography and Deep Learning-based Intrusion Detection

MULTI-LAYERED AUTHENTICATION AND ENCRYPTION FOR CLOUD SAFETY

IoT‑Cloud Precision Agriculture

10.3% of this theme group

Papers present integrated IoT and cloud solutions for data‑driven farming and supply‑chain optimization.

Internet of Things (236) · Cloud computing (385) · Microcontroller (46) · Precision agriculture (34)

Application of Internet of Things (IoT) in Sustainable Supply Chain Management

Intelligent IoT: Leveraging Data Analysis, Computer Vision, and Machine Learning for Smart Systems

Aerosol‑Cloud Interaction Analytics

9.8% of this theme group

Studies develop data‑intensive models to better capture aerosol impacts on cloud formation and precipitation.

Satellite (81) · Radiative transfer (44) · Aerosol (42) · Cloud computing (341)

Capturing Aerosol‐Cloud‐Precipitation Interactions: A Physics‐Informed Sparse Regression Approach for a Coupled Multiscale System With Time

Estimating cloud condensation nuclei from aerosol optical properties across diverse environments: observations, models, and prediction appro

Mobile Edge Computing Services

7.9% of this theme group

Research highlights platforms for secure data sharing and performance evaluation at the mobile edge.

Enhanced Data Rates for GSM Evolution (259) · Edge computing (221) · Edge device (100) · Mobile edge computing (53)

EdgeCloudSim: An environment for performance evaluation of edge computing systems

Secure Data Sharing and Searching at the Edge of Cloud-Assisted Internet of Things

Cloud‑Enabled 3D Point Cloud Processing

7.7% of this theme group

Works introduce cloud‑based pipelines for large‑scale point‑cloud segmentation and object recognition.

Point cloud (425) · Segmentation (72) · Lidar (66) · Cloud computing (218)

PointAugment: An Auto-Augmentation Framework for Point Cloud Classification

Transforming Point Clouds: A Hybrid Approach for 3D Object Recognition

Berlin

42.7% across the displayed hubs

19 companies hiring · $1.4B disclosed funding

Munich

21.2% across the displayed hubs

13 companies hiring · $579.5M disclosed funding

Hamburg

11.2% across the displayed hubs

4 companies hiring · $61.6M disclosed funding

Stuttgart

6.5% across the displayed hubs

1 companies hiring · $92.3M disclosed funding

Cologne

5.7% across the displayed hubs

7 companies hiring · $215.8M disclosed funding

Frankfurt Am Main

5.2% across the displayed hubs

3 companies hiring · $1.6B disclosed funding

Nuremberg

3.9% across the displayed hubs

4 companies hiring · $671.5K disclosed funding

Karlsruhe

3.7% across the displayed hubs

1 companies hiring · $47.6M disclosed funding