Printed Computing: Enabling Extremely Low Cost Pervasive Near Sensor Computing

Project Information

PRICOM

Grant agreement ID: 101052764

DOI

10.3030/101052764

EC signature date 29 June 2022

Start date 1 October 2022

End date 30 September 2027

Funded under

• European Research Council (ERC)

Total cost

€ 2 499 286,25

EU contribution

€ 2 499 286,00

Coordinated by

KARLSRUHER INSTITUT FUER TECHNOLOGIE
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (7)

Efficient Analog Error Correction for Printed Unary-Encoded Computing

Author(s): Priyanjana Pal, Brojogopal Sapui, Dennis D. Weller, Mehdi B. Tahoori
Published in: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2025, ISSN 0278-0070
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCAD.2025.3570162

Reducing ADC Front-End Costs During Training of On-Sensor Printed Multilayer Perceptrons

Author(s): Florentia Afentaki, Paula Carolina Lozano Duarte, Georgios Zervakis, Mehdi B. Tahoori
Published in: IEEE Embedded Systems Letters, Issue 16, 2024, ISSN 1943-0663
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LES.2024.3447412

PRINT-SAFE: Printed Ultra-Low-Cost Electronic X-Design with Scalable Adaptive Fault Endurance

Author(s): Priyanjana Pal, Tara Gheshlaghi, Haibin Zhao, Michael Hefenbrock, Michael Beigl, Mehdi Tahoori
Published in: ACM Transactions on Embedded Computing Systems, 2025, ISSN 1539-9087
Publisher: Association for Computing Machinery (ACM)
DOI: 10.1145/3758096

Model-to-Circuit Cross-Approximation For Printed Machine Learning Classifiers

Author(s): Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris, Mehdi B. Tahoori, Jrg Henkel
Published in: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Issue 42, 2023, ISSN 0278-0070
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCAD.2023.3258668

Neural Evolutionary Architecture Search for Compact Printed Analog Neuromorphic Circuits

Author(s): Haibin Zhao, Priyanjana Pal, Michael Hefenbrock, Yuhong Wang, Michael Beigl, Mehdi B. Tahoori
Published in: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Issue 44, 2024, ISSN 0278-0070
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCAD.2024.3524357

Enabling Printed Multilayer Perceptrons Realization via Area-Aware Neural Minimization

Author(s): Argyris Kokkinis, Georgios Zervakis, Kostas Siozios, Mehdi Baradaran Tahoori, Jörg Henkel
Published in: IEEE Transactions on Computers, Issue 74, 2024, ISSN 0018-9340
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TC.2024.3524076

Co-Design of Approximate Multilayer Perceptron for Ultra-Resource Constrained Printed Circuits

Author(s): Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris, Mehdi B. Tahoori, Jrg Henkel
Published in: IEEE Transactions on Computers, Issue 72, 2023, ISSN 0018-9340
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TC.2023.3251863

Conference proceedings (18)

Bespoke Approximation of Multiplication-Accumulation and Activation Targeting Printed Multilayer Perceptrons

Author(s): Florentia Afentaki, Gurol Saglam, Argyris Kokkinis, Kostas Siozios, Georgios Zervakis, Mehdi B. Tahoori
Published in: 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 2024
Publisher: IEEE
DOI: 10.1109/ICCAD57390.2023.10323613

On-Sensor Printed Machine Learning Classification via Bespoke ADC and Decision Tree Co-Design

Author(s): Giorgos Armeniakos, Paula L. Duarte, Priyanjana Pal, Georgios Zervakis, Mehdi B. Tahoori, Dimitrios Soudris
Published in: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024
Publisher: IEEE
DOI: 10.23919/DATE58400.2024.10546585

Power-Aware Training for Energy-Efficient Printed Neuromorphic Circuits

Author(s): Haibin Zhao, Priyanjana Pal, Michael Hefenbrock, Michael Beigl, Mehdi B. Tahoori
Published in: 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 2024
Publisher: IEEE
DOI: 10.1109/ICCAD57390.2023.10323917

Evolutionary Approximation of Ternary Neurons for On-sensor Printed Neural Networks

Author(s): Vojtech Mrazek, Argyris Kokkinis, Panagiotis Papanikolaou, Zdenek Vasicek, Kostas Siozios, Georgios Tzimpragos, Mehdi Tahoori, Georgios Zervakis
Published in: Proceedings of the 43rd IEEE/ACM International Conference on Computer-Aided Design, 2025
Publisher: ACM
DOI: 10.1145/3676536.3676728

Towards Temporal Information Processing Printed Neuromorphic Circuits with Learnable Filters

Author(s): Haibin Zhao, Priyanjana Pal, Michael Hefenbrock, Michael Beigl, Mehdi Baradaran Tahoori
Published in: Proceedings of the 18th ACM International Symposium on Nanoscale Architectures, 2024
Publisher: ACM
DOI: 10.1145/3611315.3633249

ADAPT-pNC: Mitigating Device Variability and Sensor Noise in Printed Neuromorphic Circuits with SO Adaptive Learnable Filters

Author(s): Tara Gheshlaghi, Priyanjana Pal, Haibin Zhao, Michael Hefenbrock, Michael Beigl, Mehdi B. Tahoori
Published in: 2025 Design, Automation & Test in Europe Conference (DATE), 2025
Publisher: IEEE
DOI: 10.23919/DATE64628.2025.10992786

Split Additive Manufacturing for Printed Neuromorphic Circuits

Author(s): Haibin Zhao, Michael Hefenbrock, Michael Beigl, Mehdi B. Tahoori
Published in: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023
Publisher: IEEE
DOI: 10.23919/DATE56975.2023.10136891

Sequential Printed Multilayer Perceptron Circuits for Super-TinyML Multi-Sensory Applications

Author(s): Gurol Saglam, Florentia Afentaki, Georgios Zervakis, Mehdi Tahoori
Published in: Proceedings of the 30th Asia and South Pacific Design Automation Conference, 2025
Publisher: ACM
DOI: 10.1145/3658617.3697634

Hardware-Aware Automated Neural Minimization for Printed Multilayer Perceptrons

Author(s): Argyris Kokkinis, Georgios Zervakis, Kostas Siozios, Mehdi B. Tahoori, Jörg Henkel
Published in: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023
Publisher: IEEE
DOI: 10.23919/DATE56975.2023.10137161

Design and In-training Optimization of Binary Search ADC for Flexible Classifiers

Author(s): Paula Carolina Lozano Duarte, Florentia Afentaki, Georgios Zervakis, Mehdi Tahoori
Published in: Proceedings of the 30th Asia and South Pacific Design Automation Conference, 2025
Publisher: ACM
DOI: 10.1145/3658617.3697715

Fault Sensitivity Analysis of Printed Bespoke Multilayer Perceptron Classifiers

Author(s): Priyanjana Pal, Florentia Afentaki, Haibin Zhao, Gurol Saglam, Michael Hefenbrock, Georgios Zervakis, Michael Beigl, Mehdi B. Tahoori
Published in: 2024 IEEE European Test Symposium (ETS), 2024
Publisher: IEEE
DOI: 10.1109/ETS61313.2024.10567964

Computing with Printed and Flexible Electronics

Author(s): Mehdi B. Tahoori, Emre Ozer, Georgios Zervakis, Konstantinos Balaskas, Priyanjana Pal
Published in: 2025 IEEE European Test Symposium (ETS), 2025
Publisher: IEEE
DOI: 10.1109/ETS63895.2025.11049609

Automatic Test Pattern Generation for Printed Neuromorphic Circuits

Author(s): Tara Gheshlaghi; Priyanjana Pal; Alexander Studt; Michael Hefenbrock; Michael Beigl; Mehdi B. Tahoori
Published in: 2025 IEEE European Test Symposium, 2025
Publisher: IEEE
DOI: 10.1109/ETS63895.2025.11049604

Highly-Bespoke Robust Printed Neuromorphic Circuits

Author(s): Haibin Zhao, Brojogopal Sapui, Michael Hefenbrock, Zhidong Yang, Michael Beigl, Mehdi B. Tahoori
Published in: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024
Publisher: IEEE
DOI: 10.23919/DATE56975.2023.10137298

Analog Printed Spiking Neuromorphic Circuit

Author(s): Priyanjana Pal, Haibin Zhao, Maha Shatta, Michael Hefenbrock, Sina Bakhtavari Mamaghani, Sani Nassif, Michael Beigl, Mehdi B. Tahoori
Published in: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024
Publisher: IEEE
DOI: 10.23919/DATE58400.2024.10546813

Function Approximation Using Analog Building Blocks in Flexible Electronics

Author(s): Paula Carolina Lozano Duarte, Aradhana Dube, Georgios Zervakis, Mehdi Tahoori, Sani Nassif
Published in: 2025 26th International Symposium on Quality Electronic Design (ISQED), 2025
Publisher: IEEE
DOI: 10.1109/ISQED65160.2025.11014355

Embedding Hardware Approximations in Discrete Genetic-Based Training for Printed MLPs

Author(s): Florentia Afentaki, Michael Hefenbrock, Georgios Zervakis, Mehdi B. Tahoori
Published in: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024
Publisher: IEEE
DOI: 10.23919/DATE58400.2024.10546879

Power-Constrained Printed Neuromorphic Hardware Training

Author(s): Tara Gheshlaghi, Haibin Zhao, Priyanjana Pal,Michael Hefenbrock, Michael Beigl,Mehdi B. Tahoori
Published in: 2025 Design Automation Conference (DAC), San Francisco, CA,USA, 2025
Publisher: IEEE
DOI: 10.5445/IR/1000179715