2024

• Bråten, Anders Eivind; Kraemer, Frank Alexander; Palma, David; Herrmann, Peter. (2024) Synthesis of a Conceptual Architecture for Cognitive IoT Device Management. Norwegian University of Science, NTNU
  Doctoral dissertation
• Murad, Abdulmajid ; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2024) Uncertainty-aware autonomous sensing with deep reinforcement learning. Future Generation Computer Systems
  Academic article

2023

• Krämer, Frank Alexander; Asad, Hafiz Areeb; Bach, Kerstin; Renner, Christian. (2023) Online Machine Learning for 1-Day-Ahead Prediction of Indoor Photovoltaic Energy. IEEE Access
  Academic article
• Santos Veiga, Tiago; Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin. (2023) Container-Based IoT Architectures: Use Case for Visual Person Counting.
  Academic chapter/article/Conference paper
• Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin; Renner, Christian. (2023) Poster Abstract: Towards Autonomous Utility-Aware Energy Management for Energy Harvesting Devices. Association for Computing Machinery (ACM)
  Other

2022

• Alawad, Faiga Mohammad Mohammad Ahmed; Kraemer, Frank Alexander. (2022) Value of Information in Wireless Sensor Network Applications and the IoT: A Review. IEEE Sensors Journal
  Academic literature review
• Veiga, Tiago Santos; Asad, Hafiz Areeb; Kræmer, Frank Alexander; Bach, Kerstin. (2022) Towards containerized, reuse-oriented AI deployment platforms for cognitive IoT applications. Future Generation Computer Systems
  Academic article
• Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin; Renner, Christian; Veiga, Tiago Santos. (2022) Learning attention models for resource-constrained, self-adaptive visual sensing applications. Association for Computing Machinery (ACM)
  Academic chapter/article/Conference paper
• Espe, Asbjørn Engmark; Andersen, Sondre Ninive; Salvo Rossi, Pierluigi; Kræmer, Frank Alexander; Mathisen, Geir. (2022) An Analysis of Design Parameters for Energy Management of Wireless Sensor Devices. IEEE conference proceedings
  Academic chapter/article/Conference paper

2021

• Murad, Abdulmajid ; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2021) Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting. Sensors
  Academic article
• Pedersen, Eilif; Eitungjerde, Sara; André, Thea Harnes; Bruheim, Per; Grønflaten, Lars Trovatten; Gundersen, Ingeborg Nævdal. (2021) Fremtidens teknologistudier (FTS), grupperapport: A3 - 5-årig master. NTNU
  Report
• Lange, Stanislav; Schwarzmann, Susanna; Gajic, Marija; Zinner, Thomas; Kraemer, Frank Alexander. (2021) AI in 5G Networks: Challenges and Use Cases. John Wiley & Sons
  Chapter
• Kraemer, Frank Alexander. (2021) På tide å sette søkelys på gode læringsaktiviteter. www.universitetsavisa.no
  Reader opinion piece

2020

• Davidsson, Paul; Langheinrich, Marc; Linde, Per; Mayer, Simon; Casado-Mansilla, Diego; Spikol, Daniel. (2020) IoT '20 Companion: 10th International Conference on the Internet of Things Companion. Association for Computing Machinery (ACM) Association for Computing Machinery (ACM)
  Academic anthology/Conference proceedings
• Bråten, Anders Eivind; Kraemer, Frank Alexander; Palma, David. (2020) Autonomous IoT Device Management Systems: Structured Review and Generalized Cognitive Model. IEEE Internet of Things Journal
  Academic literature review
• Gómez-Carmona, Oihane; Casado Mansilla, Diego; Kraemer, Frank Alexander; Lopez-de-Ipina, Diego; Garcia-Zubia, Javier. (2020) Exploring the computational cost of machine learning at the edge for human-centric Internet of Things. Future Generation Computer Systems
  Academic article
• Kraemer, Frank Alexander; Palma, David; Bråten, Anders Eivind; Ammar, Doreid. (2020) Operationalizing Solar Energy Predictions for Sustainable, Autonomous IoT Device Management. IEEE Internet of Things Journal
  Academic article
• Murad, Abdulmajid ; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2020) Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning. Association for Computing Machinery (ACM)
  Academic chapter/article/Conference paper

2019

• Bråten, Anders Eivind; Kraemer, Frank Alexander; Palma, David. (2019) Adaptive, Correlation-Based Training Data Selection for IoT Device Management. IEEE (Institute of Electrical and Electronics Engineers)
  Academic chapter/article/Conference paper
• Singh, Adarsh Pal; Jain, Vivek; Chaudhari, Sachin; Kraemer, Frank Alexander; Werner, Stefan; Garg, Vishal. (2019) Machine Learning-based Occupancy Estimation Using Multivariate Sensor Nodes. IEEE (Institute of Electrical and Electronics Engineers)
  Academic chapter/article/Conference paper
• Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning. IEEE (Institute of Electrical and Electronics Engineers)
  Academic chapter/article/Conference paper
• Håkansson, Victor Wattin; Dasanadoddi Venkategowda, Naveen Kumar; Kraemer, Frank Alexander; Werner, Stefan. (2019) Cost-Aware Dual Prediction Scheme for Reducing Transmissions at IoT Sensor Nodes. IEEE Signal Processing Society
  Academic chapter/article/Conference paper
• Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning. Association for Computing Machinery (ACM)
  Academic chapter/article/Conference paper
• Kraemer, Frank Alexander; Alawad, Faiga Mohammad Mohammad Ahmed; Bosch, Ida Marie V.. (2019) Energy-Accuracy Tradeoff for Efficient Noise Monitoring and Prediction in Working Environments. Association for Computing Machinery (ACM)
  Academic chapter/article/Conference paper

2018

• Ahlers, Dirk; Kraemer, Frank Alexander; Bråten, Anders Eivind; Liu, Xiufeng; Anthonisen, Fredrik Valde; Driscoll, Patrick Arthur. (2018) Analysis and Visualization of Urban Emission Measurements in Smart Cities. OpenProceedings
  Academic chapter/article/Conference paper
• Bråten, Anders Eivind; Kraemer, Frank Alexander. (2018) Towards Cognitive IoT: Autonomous Prediction Model Selection for Solar-Powered Nodes. IEEE (Institute of Electrical and Electronics Engineers)
  Academic chapter/article/Conference paper

2017

• Kraemer, Frank Alexander; Bråten, Anders Eivind; Tamkittikhun, Nattachart; Palma, David. (2017) Fog Computing in Healthcare – A Review and Discussion. IEEE Access
  Academic literature review
• Tamkittikhun, Nattachart; Hussain, Amen; Kraemer, Frank Alexander. (2017) Energy Consumption Estimation for Energy-Aware, Adaptive Sensing Applications. Springer
  Academic chapter/article/Conference paper
• Bråten, Anders Eivind; Tamkittikhun, Nattachart; Kraemer, Frank Alexander; Ammar, Doreid. (2017) Towards Cognitive Device Management: A Testbed to Explore Autonomy for Constrained IoT Devices. Association for Computing Machinery (ACM)
  Academic chapter/article/Conference paper
• Kraemer, Frank Alexander; Ammar, Doreid; Bråten, Anders Eivind; Tamkittikhun, Nattachart; Palma, David. (2017) Solar Energy Prediction for Constrained IoT Nodes based on Public Weather Forecasts. Association for Computing Machinery (ACM)
  Academic chapter/article/Conference paper
• Kraemer, Frank Alexander. (2017) Team-Based Learning: A Practical Approach for an Engineering Class. Læring om læring
  Academic article
• Kraemer, Frank Alexander; Tamkittikhun, Nattachart; Bråten, Anders Eivind. (2017) Machine Learning in IoT for Autonomous, Adaptive Sensing. ERCIM News
  Academic article

2016

• Ahlers, Dirk; Driscoll, Patric Arthur; Kraemer, Frank Alexander; Anthonisen, Fredrik Valde; Krogstie, John. (2016) A Measurement-Driven Approach to Understand Urban Greenhouse Gas Emissions in Nordic Cities. NIKT: Norsk IKT-konferanse for forskning og utdanning
  Academic article

2015

• Kraemer, Frank Alexander; Herrmann, Peter Michael. (2015) Creating Internet of Things Applications from Building Blocks. ERCIM News
  Short communication
• Kraemer, Frank Alexander. (2015) Block für Block zur IoT-Applikation. Eclipse Magazin
  Article in business/trade/industry journal

2013

• Slåtten, Vidar; Herrmann, Peter Michael; Kraemer, Frank Alexander. (2013) Model-Driven Engineering of Reliable Fault-Tolerant Systems-A State-of-the-Art Survey. Advances in Computers
  Academic article

2012

• Gunawan, Linda Ariani; Kraemer, Frank Alexander; Herrmann, Peter. (2012) Behavioral Singletons to Consistently Handle Global States of Security Patterns. Lecture Notes in Computer Science (LNCS)
  Academic article
• Slåtten, Vidar; Kraemer, Frank Alexander; Herrmann, Peter Michael. (2012) Towards Automatic Generation of Formal Specifications to Validate and Verify Reliable Distributed Systems. SIGPLAN notices
  Academic article

2011

• Slåtten, Vidar; Kraemer, Frank Alexander; Herrmann, Peter Michael. (2011) Towards a Model-Driven Method for Reliable Applications: From Ideal To Realistic Transmission Semantics. ACM Publications
  Academic chapter/article/Conference paper
• Kraemer, Frank Alexander; Herrmann, Peter Michael. (2011) System Analysis and Modeling: About Models. Springer Lecture Notes in Computer Science (LNCS) (0302-9743)
  Academic anthology/Conference proceedings
• Kraemer, Frank Alexander. (2011) Engineering Android Applications based on UML Activities. Lecture Notes in Computer Science (LNCS)
  Academic article
• Slåtten, Vidar; Kraemer, Frank Alexander; Herrmann, Peter Michael. (2011) Towards Automatic Generation of Formal Specifications to Validate and Verify Reliable Distributed Systems: A Method Exemplified by an Industrial Case Study. ACM Publications
  Academic chapter/article/Conference paper
• Gunawan, Linda Ariani; Kraemer, Frank Alexander; Herrmann, Peter Michael. (2011) A Tool-Supported Method for the Design and Implementation of Secure Distributed Applications. Lecture Notes in Computer Science (LNCS)
  Academic article
• Kraemer, Frank Alexander; Kathayat, Surya Bahadur; Bræk, Rolv. (2011) Unified Modeling of Service Logic with User Interfaces. International journal of intelligent and cooperative information systems
  Academic article
• Gunawan, Linda Ariani; Vogel, Michael; Kraemer, Frank Alexander; Schmerl, Sebastian; Slåtten, Vidar; Herrmann, Peter Michael. (2011) Modeling a Distributed Intrusion Detection System Using Collaborative Building Blocks. Software engineering notes
  Academic article

2010

• Kraemer, Frank Alexander; Herrmann, Peter Michael. (2010) Reactive Semantics for Distributed UML Activities. Lecture Notes in Computer Science (LNCS)
  Academic article

2009

• Kraemer, Frank Alexander; Bræk, Rolv; Herrmann, Peter. (2009) Compositional Service Engineering with Arctis. Telektronikk
  Academic article
• Kraemer, Frank Alexander. (2009) Automatic Generation of Compatible Interfaces from Partitioned UML Activities. Lecture Notes in Computer Science (LNCS)
  Academic article
• Kraemer, Frank Alexander; Herrmann, Peter Michael. (2009) Automated Encapsulation of UML Activities for Incremental Development and Verification. Lecture Notes in Computer Science (LNCS)
  Academic article
• Kraemer, Frank Alexander; Slåtten, Vidar; Herrmann, Peter Michael. (2009) Tool Support for the Rapid Composition, Analysis and Implementation of Reactive Services. Journal of Systems and Software
  Academic article
• Kraemer, Frank Alexander; Slåtten, Vidar; Herrmann, Peter Michael. (2009) Model-Driven Construction of Embedded Applications
 based on Reusable Building Blocks - An Example. Lecture Notes in Computer Science (LNCS)
  Academic article
• Gunawan, Linda Ariani; Herrmann, Peter Michael; Kraemer, Frank Alexander. (2009) Towards the Integration of Security Aspects into System Development Using Collaboration-Oriented Models. Communications in Computer and Information Science (CCIS)
  Academic article
• Kraemer, Frank Alexander; Samset, Haldor; Bræk, Rolv. (2009) An Automated Method for Web Service Orchestration Based on Reusable Building Blocks. IEEE (Institute of Electrical and Electronics Engineers)
  Academic chapter/article/Conference paper
• Kraemer, Frank Alexander; Kathayat, Surya Bahadur; Bræk, Rolv. (2009) Unified Modeling of Service Logic with User Interfaces. Association for Computing Machinery (ACM)
  Other

2008

• Kraemer, Frank Alexander. (2008) Engineering Reactive Systems. A Compositional and Model-Driven Method Based on Collaborative Building Blocks. Doktoravhandlinger ved NTNU (2008:228)
  Doctoral dissertation

2007

• Kraemer, Frank Alexander; Herrmann, Peter Michael. (2007) Transforming Collaborative Service Specifications into Efficiently Executable State Machines. Electronic Communications of the EASST
  Academic article
• Kraemer, Frank Alexander; Bræk, Rolv; Herrmann, Peter Michael. (2007) Synthesizing Components with Sessions from Collaboration-Oriented Service Specifications. Lecture Notes in Computer Science (LNCS)
  Academic article
• Herrmann, Peter Michael; Kraemer, Frank Alexander. (2007) Design of Trusted Systems with Reusable Collaboration Models. IFIP International Federation for Information Processing
  Academic article
• Kraemer, Frank Alexander. (2007) Arctis and Ramses: Tool Suites for Rapid Service Engineering. Tapir Akademisk Forlag
  Academic chapter/article/Conference paper
• Kraemer, Frank Alexander; Herrmann, Peter Michael. (2007) Formalizing Collaboration-Oriented Service Specifications using Temporal Logic.
  Academic chapter/article/Conference paper

2006

• Kraemer, Frank Alexander; Herrmann, Peter Michael; Bræk, Rolv. (2006) Aligning UML 2.0 State Machines and Temporal Logic for the Efficient Execution of Services. Lecture Notes in Computer Science (LNCS)
  Academic article
• Kraemer, Frank Alexander; Herrmann, Peter Michael. (2006) Service Specification by Composition of Collaborations — An Example. IEEE (Institute of Electrical and Electronics Engineers)
  Academic chapter/article/Conference paper

2005

• Sanders, Richard Torbjørn; Castejón, Humberto Nicolás; Kraemer, Frank Alexander; Bræk, Rolv. (2005) Using UML 2.0 Collaborations for Compositional Service Specification. Lecture Notes in Computer Science (LNCS)
  Academic article