--- _id: '29945' author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Lucas David full_name: Reuter, Lucas David last_name: Reuter - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Wiersema T, Reuter LD, Platzner M. Search Space Characterization for Approximate Logic Synthesis . In: 2022 59th ACM/IEEE Design Automation Conference (DAC).' apa: Witschen, L. M., Wiersema, T., Reuter, L. D., & Platzner, M. (n.d.). Search Space Characterization for Approximate Logic Synthesis . 2022 59th ACM/IEEE Design Automation Conference (DAC). 2022 59th ACM/IEEE Design Automation Conference (DAC), San Francisco, USA. bibtex: '@inproceedings{Witschen_Wiersema_Reuter_Platzner, title={Search Space Characterization for Approximate Logic Synthesis }, booktitle={2022 59th ACM/IEEE Design Automation Conference (DAC)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Reuter, Lucas David and Platzner, Marco} }' chicago: Witschen, Linus Matthias, Tobias Wiersema, Lucas David Reuter, and Marco Platzner. “Search Space Characterization for Approximate Logic Synthesis .” In 2022 59th ACM/IEEE Design Automation Conference (DAC), n.d. ieee: L. M. Witschen, T. Wiersema, L. D. Reuter, and M. Platzner, “Search Space Characterization for Approximate Logic Synthesis ,” presented at the 2022 59th ACM/IEEE Design Automation Conference (DAC), San Francisco, USA. mla: Witschen, Linus Matthias, et al. “Search Space Characterization for Approximate Logic Synthesis .” 2022 59th ACM/IEEE Design Automation Conference (DAC). short: 'L.M. Witschen, T. Wiersema, L.D. Reuter, M. Platzner, in: 2022 59th ACM/IEEE Design Automation Conference (DAC), n.d.' conference: end_date: 2022-07-14 location: San Francisco, USA name: 2022 59th ACM/IEEE Design Automation Conference (DAC) start_date: 2022-07-10 date_created: 2022-02-22T07:51:38Z date_updated: 2022-02-22T07:51:42Z department: - _id: '78' language: - iso: eng project: - _id: '1' name: 'SFB 901: SFB 901' - _id: '3' name: 'SFB 901 - B: SFB 901 - Project Area B' - _id: '12' name: 'SFB 901 - B4: SFB 901 - Subproject B4' publication: 2022 59th ACM/IEEE Design Automation Conference (DAC) publication_status: accepted status: public title: 'Search Space Characterization for Approximate Logic Synthesis ' type: conference user_id: '49051' year: '2022' ... --- _id: '29865' author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Matthias full_name: Artmann, Matthias last_name: Artmann - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Wiersema T, Artmann M, Platzner M. MUSCAT: MUS-based Circuit Approximation Technique. In: Design, Automation and Test in Europe (DATE).' apa: 'Witschen, L. M., Wiersema, T., Artmann, M., & Platzner, M. (n.d.). MUSCAT: MUS-based Circuit Approximation Technique. Design, Automation and Test in Europe (DATE). Design, Automation and Test in Europe (DATE), Online.' bibtex: '@inproceedings{Witschen_Wiersema_Artmann_Platzner, title={MUSCAT: MUS-based Circuit Approximation Technique}, booktitle={Design, Automation and Test in Europe (DATE)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Artmann, Matthias and Platzner, Marco} }' chicago: 'Witschen, Linus Matthias, Tobias Wiersema, Matthias Artmann, and Marco Platzner. “MUSCAT: MUS-Based Circuit Approximation Technique.” In Design, Automation and Test in Europe (DATE), n.d.' ieee: 'L. M. Witschen, T. Wiersema, M. Artmann, and M. Platzner, “MUSCAT: MUS-based Circuit Approximation Technique,” presented at the Design, Automation and Test in Europe (DATE), Online.' mla: 'Witschen, Linus Matthias, et al. “MUSCAT: MUS-Based Circuit Approximation Technique.” Design, Automation and Test in Europe (DATE).' short: 'L.M. Witschen, T. Wiersema, M. Artmann, M. Platzner, in: Design, Automation and Test in Europe (DATE), n.d.' conference: location: Online name: Design, Automation and Test in Europe (DATE) date_created: 2022-02-16T16:22:23Z date_updated: 2022-02-22T07:52:01Z department: - _id: '78' language: - iso: eng project: - _id: '1' name: 'SFB 901: SFB 901' - _id: '3' name: 'SFB 901 - B: SFB 901 - Project Area B' - _id: '12' name: 'SFB 901 - B4: SFB 901 - Subproject B4' - _id: '52' name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing' publication: Design, Automation and Test in Europe (DATE) publication_status: accepted status: public title: 'MUSCAT: MUS-based Circuit Approximation Technique' type: conference user_id: '49051' year: '2022' ... --- _id: '34041' author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen citation: ama: Witschen LM. Frameworks and Methodologies for Search-Based Approximate Logic Synthesis.; 2022. doi:10.17619/UNIPB/1-1649 apa: Witschen, L. M. (2022). Frameworks and Methodologies for Search-based Approximate Logic Synthesis. https://doi.org/10.17619/UNIPB/1-1649 bibtex: '@book{Witschen_2022, title={Frameworks and Methodologies for Search-based Approximate Logic Synthesis}, DOI={10.17619/UNIPB/1-1649}, author={Witschen, Linus Matthias}, year={2022} }' chicago: Witschen, Linus Matthias. Frameworks and Methodologies for Search-Based Approximate Logic Synthesis, 2022. https://doi.org/10.17619/UNIPB/1-1649. ieee: L. M. Witschen, Frameworks and Methodologies for Search-based Approximate Logic Synthesis. 2022. mla: Witschen, Linus Matthias. Frameworks and Methodologies for Search-Based Approximate Logic Synthesis. 2022, doi:10.17619/UNIPB/1-1649. short: L.M. Witschen, Frameworks and Methodologies for Search-Based Approximate Logic Synthesis, 2022. date_created: 2022-11-09T06:26:22Z date_updated: 2023-01-19T06:41:22Z department: - _id: '78' doi: 10.17619/UNIPB/1-1649 language: - iso: eng project: - _id: '1' name: 'SFB 901: SFB 901' - _id: '3' name: 'SFB 901 - B: SFB 901 - Project Area B' - _id: '12' name: 'SFB 901 - B4: SFB 901 - Subproject B4' status: public supervisor: - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner title: Frameworks and Methodologies for Search-based Approximate Logic Synthesis type: dissertation user_id: '15504' year: '2022' ... --- _id: '21953' author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Masood full_name: Raeisi Nafchi, Masood last_name: Raeisi Nafchi - first_name: Arne full_name: Bockhorn, Arne last_name: Bockhorn - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Wiersema T, Raeisi Nafchi M, Bockhorn A, Platzner M. Timing Optimization for Virtual FPGA Configurations. In: Hannig F, Derrien S, Diniz P, Chillet D, eds. Proceedings of International Symposium on Applied Reconfigurable Computing (ARC’21). Reconfigurable Computing: Architectures, Tools, and Applications. Springer Lecture Notes in Computer Science. doi:10.1007/978-3-030-79025-7_4' apa: Witschen, L. M., Wiersema, T., Raeisi Nafchi, M., Bockhorn, A., & Platzner, M. (n.d.). Timing Optimization for Virtual FPGA Configurations. In F. Hannig, S. Derrien, P. Diniz, & D. Chillet (Eds.), Proceedings of International Symposium on Applied Reconfigurable Computing (ARC’21). Springer Lecture Notes in Computer Science. https://doi.org/10.1007/978-3-030-79025-7_4 bibtex: '@inproceedings{Witschen_Wiersema_Raeisi Nafchi_Bockhorn_Platzner, series={Reconfigurable Computing: Architectures, Tools, and Applications}, title={Timing Optimization for Virtual FPGA Configurations}, DOI={10.1007/978-3-030-79025-7_4}, booktitle={Proceedings of International Symposium on Applied Reconfigurable Computing (ARC’21)}, publisher={Springer Lecture Notes in Computer Science}, author={Witschen, Linus Matthias and Wiersema, Tobias and Raeisi Nafchi, Masood and Bockhorn, Arne and Platzner, Marco}, editor={Hannig, Frank and Derrien, Steven and Diniz, Pedro and Chillet, Daniel}, collection={Reconfigurable Computing: Architectures, Tools, and Applications} }' chicago: 'Witschen, Linus Matthias, Tobias Wiersema, Masood Raeisi Nafchi, Arne Bockhorn, and Marco Platzner. “Timing Optimization for Virtual FPGA Configurations.” In Proceedings of International Symposium on Applied Reconfigurable Computing (ARC’21), edited by Frank Hannig, Steven Derrien, Pedro Diniz, and Daniel Chillet. Reconfigurable Computing: Architectures, Tools, and Applications. Springer Lecture Notes in Computer Science, n.d. https://doi.org/10.1007/978-3-030-79025-7_4.' ieee: 'L. M. Witschen, T. Wiersema, M. Raeisi Nafchi, A. Bockhorn, and M. Platzner, “Timing Optimization for Virtual FPGA Configurations,” in Proceedings of International Symposium on Applied Reconfigurable Computing (ARC’21), Virtual conference, doi: 10.1007/978-3-030-79025-7_4.' mla: Witschen, Linus Matthias, et al. “Timing Optimization for Virtual FPGA Configurations.” Proceedings of International Symposium on Applied Reconfigurable Computing (ARC’21), edited by Frank Hannig et al., Springer Lecture Notes in Computer Science, doi:10.1007/978-3-030-79025-7_4. short: 'L.M. Witschen, T. Wiersema, M. Raeisi Nafchi, A. Bockhorn, M. Platzner, in: F. Hannig, S. Derrien, P. Diniz, D. Chillet (Eds.), Proceedings of International Symposium on Applied Reconfigurable Computing (ARC’21), Springer Lecture Notes in Computer Science, n.d.' conference: end_date: 2021-07-01 location: Virtual conference name: International Symposium on Applied Reconfigurable Computing start_date: 2021-06-29 date_created: 2021-05-04T14:18:46Z date_updated: 2022-02-14T11:03:09Z department: - _id: '78' doi: 10.1007/978-3-030-79025-7_4 editor: - first_name: Frank full_name: Hannig, Frank last_name: Hannig - first_name: Steven full_name: Derrien, Steven last_name: Derrien - first_name: Pedro full_name: Diniz, Pedro last_name: Diniz - first_name: Daniel full_name: Chillet, Daniel last_name: Chillet language: - iso: eng project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '12' name: SFB 901 - Subproject B4 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Proceedings of International Symposium on Applied Reconfigurable Computing (ARC'21) publication_status: accepted publisher: Springer Lecture Notes in Computer Science series_title: 'Reconfigurable Computing: Architectures, Tools, and Applications' status: public title: Timing Optimization for Virtual FPGA Configurations type: conference user_id: '3118' year: '2021' ... --- _id: '17358' abstract: - lang: eng text: 'Approximate circuits trade-off computational accuracy against improvements in hardware area, delay, or energy consumption. IP core vendors who wish to create such circuits need to convince consumers of the resulting approximation quality. As a solution we propose proof-carrying approximate circuits: The vendor creates an approximate IP core together with a certificate that proves the approximation quality. The proof certificate is bundled with the approximate IP core and sent off to the consumer. The consumer can formally verify the approximation quality of the IP core at a fraction of the typical computational cost for formal verification. In this paper, we first make the case for proof-carrying approximate circuits and then demonstrate the feasibility of the approach by a set of synthesis experiments using an exemplary approximation framework.' article_type: original author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: Witschen LM, Wiersema T, Platzner M. Proof-carrying Approximate Circuits. IEEE Transactions On Very Large Scale Integration Systems. 2020;28(9):2084-2088. doi:10.1109/TVLSI.2020.3008061 apa: Witschen, L. M., Wiersema, T., & Platzner, M. (2020). Proof-carrying Approximate Circuits. IEEE Transactions On Very Large Scale Integration Systems, 28(9), 2084–2088. https://doi.org/10.1109/TVLSI.2020.3008061 bibtex: '@article{Witschen_Wiersema_Platzner_2020, title={Proof-carrying Approximate Circuits}, volume={28}, DOI={10.1109/TVLSI.2020.3008061}, number={9}, journal={IEEE Transactions On Very Large Scale Integration Systems}, publisher={IEEE}, author={Witschen, Linus Matthias and Wiersema, Tobias and Platzner, Marco}, year={2020}, pages={2084–2088} }' chicago: 'Witschen, Linus Matthias, Tobias Wiersema, and Marco Platzner. “Proof-Carrying Approximate Circuits.” IEEE Transactions On Very Large Scale Integration Systems 28, no. 9 (2020): 2084–88. https://doi.org/10.1109/TVLSI.2020.3008061.' ieee: L. M. Witschen, T. Wiersema, and M. Platzner, “Proof-carrying Approximate Circuits,” IEEE Transactions On Very Large Scale Integration Systems, vol. 28, no. 9, pp. 2084–2088, 2020. mla: Witschen, Linus Matthias, et al. “Proof-Carrying Approximate Circuits.” IEEE Transactions On Very Large Scale Integration Systems, vol. 28, no. 9, IEEE, 2020, pp. 2084–88, doi:10.1109/TVLSI.2020.3008061. short: L.M. Witschen, T. Wiersema, M. Platzner, IEEE Transactions On Very Large Scale Integration Systems 28 (2020) 2084–2088. date_created: 2020-07-06T11:21:30Z date_updated: 2022-01-06T06:53:09Z department: - _id: '78' doi: 10.1109/TVLSI.2020.3008061 funded_apc: '1' intvolume: ' 28' issue: '9' keyword: - Approximate circuit synthesis - approximate computing - error metrics - formal verification - proof-carrying hardware language: - iso: eng page: 2084 - 2088 project: - _id: '12' name: SFB 901 - Subproject B4 - _id: '3' name: SFB 901 - Project Area B - _id: '1' name: SFB 901 publication: IEEE Transactions On Very Large Scale Integration Systems publication_identifier: eissn: - 1557-9999 issn: - 1063-8210 publication_status: published publisher: IEEE quality_controlled: '1' status: public title: Proof-carrying Approximate Circuits type: journal_article user_id: '49051' volume: 28 year: '2020' ... --- _id: '20748' abstract: - lang: eng text: "On the circuit level, the design paradigm Approximate Computing seeks to trade off computational accuracy against a target metric, e.g., energy consumption. This trade-off is possible for many applications due to their inherent resiliency against inaccuracies.\r\nIn the past, several automated approximation frameworks have been presented, which either utilize designated approximation techniques or libraries to replace approximable circuit parts with inaccurate versions. The frameworks invoke a search algorithm to iteratively explore the search space of performance degraded circuits, and validate their quality individually. \r\nIn this paper, we propose to reverse this procedure. Rather than exploring the search space, we delineate the approximate parts of the search space which are guaranteed to lead to valid approximate circuits. Our methodology is supported by formal verification and independent of approximation techniques. Eventually, the user is provided with quality bounds of the individual approximable circuit parts. Consequently, our approach guarantees that any approximate circuit which implements these parts within the determined quality constraints satisfies the global quality constraints, superseding a subsequent quality verification.\r\nIn our experimental results, we present the runtimes of our approach." author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: Witschen LM, Wiersema T, Platzner M. Search Space Characterization for AxC Synthesis. Fifth Workshop on Approximate Computing (AxC 2020). apa: Witschen, L. M., Wiersema, T., & Platzner, M. (n.d.). Search Space Characterization for AxC Synthesis. Fifth Workshop on Approximate Computing (AxC 2020). bibtex: '@article{Witschen_Wiersema_Platzner, title={Search Space Characterization for AxC Synthesis}, journal={Fifth Workshop on Approximate Computing (AxC 2020)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Platzner, Marco} }' chicago: Witschen, Linus Matthias, Tobias Wiersema, and Marco Platzner. “Search Space Characterization for AxC Synthesis.” Fifth Workshop on Approximate Computing (AxC 2020), n.d. ieee: L. M. Witschen, T. Wiersema, and M. Platzner, “Search Space Characterization for AxC Synthesis,” Fifth Workshop on Approximate Computing (AxC 2020). . mla: Witschen, Linus Matthias, et al. “Search Space Characterization for AxC Synthesis.” Fifth Workshop on Approximate Computing (AxC 2020). short: L.M. Witschen, T. Wiersema, M. Platzner, Fifth Workshop on Approximate Computing (AxC 2020) (n.d.). date_created: 2020-12-15T15:13:49Z date_updated: 2022-01-06T06:54:35Z ddc: - '000' department: - _id: '78' file: - access_level: closed content_type: application/pdf creator: witschen date_created: 2020-12-15T15:11:06Z date_updated: 2020-12-15T15:11:06Z file_id: '20749' file_name: witschen20_axc.pdf file_size: 250870 relation: main_file success: 1 file_date_updated: 2020-12-15T15:11:06Z has_accepted_license: '1' language: - iso: eng page: '2' project: - _id: '12' name: SFB 901 - Subproject B4 - _id: '3' name: SFB 901 - Project Area B - _id: '1' name: SFB 901 publication: Fifth Workshop on Approximate Computing (AxC 2020) publication_status: accepted status: public title: Search Space Characterization for AxC Synthesis type: preprint user_id: '3118' year: '2020' ... --- _id: '3585' abstract: - lang: eng text: Existing approaches and tools for the generation of approximate circuits often lack generality and are restricted to certain circuit types, approximation techniques, and quality assurance methods. Moreover, only few tools are publicly available. This hinders the development and evaluation of new techniques for approximating circuits and their comparison to previous approaches. In this paper, we first analyze and classify related approaches and then present CIRCA, our flexible framework for search-based approximate circuit generation. CIRCA is developed with a focus on modularity and extensibility. We present the architecture of CIRCA with its clear separation into stages and functional blocks, report on the current prototype, and show initial experiments. author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Hassan full_name: Ghasemzadeh Mohammadi, Hassan id: '61186' last_name: Ghasemzadeh Mohammadi - first_name: Muhammad full_name: Awais, Muhammad id: '64665' last_name: Awais orcid: https://orcid.org/0000-0003-4148-2969 - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Wiersema T, Ghasemzadeh Mohammadi H, Awais M, Platzner M. CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. Microelectronics Reliability. 2019;99:277-290. doi:10.1016/j.microrel.2019.04.003' apa: 'Witschen, L. M., Wiersema, T., Ghasemzadeh Mohammadi, H., Awais, M., & Platzner, M. (2019). CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. Microelectronics Reliability, 99, 277–290. https://doi.org/10.1016/j.microrel.2019.04.003' bibtex: '@article{Witschen_Wiersema_Ghasemzadeh Mohammadi_Awais_Platzner_2019, title={CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation}, volume={99}, DOI={10.1016/j.microrel.2019.04.003}, journal={Microelectronics Reliability}, publisher={Elsevier}, author={Witschen, Linus Matthias and Wiersema, Tobias and Ghasemzadeh Mohammadi, Hassan and Awais, Muhammad and Platzner, Marco}, year={2019}, pages={277–290} }' chicago: 'Witschen, Linus Matthias, Tobias Wiersema, Hassan Ghasemzadeh Mohammadi, Muhammad Awais, and Marco Platzner. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” Microelectronics Reliability 99 (2019): 277–90. https://doi.org/10.1016/j.microrel.2019.04.003.' ieee: 'L. M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, and M. Platzner, “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation,” Microelectronics Reliability, vol. 99, pp. 277–290, 2019.' mla: 'Witschen, Linus Matthias, et al. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” Microelectronics Reliability, vol. 99, Elsevier, 2019, pp. 277–90, doi:10.1016/j.microrel.2019.04.003.' short: L.M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, M. Platzner, Microelectronics Reliability 99 (2019) 277–290. date_created: 2018-07-20T14:08:49Z date_updated: 2022-01-06T06:59:25Z department: - _id: '78' doi: 10.1016/j.microrel.2019.04.003 intvolume: ' 99' keyword: - Approximate Computing - Framework - Pareto Front - Accuracy language: - iso: eng page: 277-290 project: - _id: '12' name: SFB 901 - Subproject B4 - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Microelectronics Reliability publication_identifier: issn: - 0026-2714 publication_status: published publisher: Elsevier status: public title: 'CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation' type: journal_article user_id: '49051' volume: 99 year: '2019' ... --- _id: '16853' abstract: - lang: eng text: State-of-the-art frameworks for generating approximate circuits usually rely on information gained through circuit synthesis and/or verification to explore the search space and to find an optimal solution. Throughout the process, a large number of circuits may be subject to processing, leading to considerable runtimes. In this work, we propose a search which takes error bounds and pre-computed impact factors into account to reduce the number of invoked synthesis and verification processes. In our experimental results, we achieved speed-ups of up to 76x while area savings remain comparable to the reference search method, simulated annealing. author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Hassan full_name: Ghasemzadeh Mohammadi, Hassan id: '61186' last_name: Ghasemzadeh Mohammadi - first_name: Matthias full_name: Artmann, Matthias last_name: Artmann - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Ghasemzadeh Mohammadi H, Artmann M, Platzner M. Jump Search: A Fast Technique for the Synthesis of Approximate Circuits. Fourth Workshop on Approximate Computing (AxC 2019).' apa: 'Witschen, L. M., Ghasemzadeh Mohammadi, H., Artmann, M., & Platzner, M. (n.d.). Jump Search: A Fast Technique for the Synthesis of Approximate Circuits. Fourth Workshop on Approximate Computing (AxC 2019).' bibtex: '@article{Witschen_Ghasemzadeh Mohammadi_Artmann_Platzner, title={Jump Search: A Fast Technique for the Synthesis of Approximate Circuits}, journal={Fourth Workshop on Approximate Computing (AxC 2019)}, author={Witschen, Linus Matthias and Ghasemzadeh Mohammadi, Hassan and Artmann, Matthias and Platzner, Marco} }' chicago: 'Witschen, Linus Matthias, Hassan Ghasemzadeh Mohammadi, Matthias Artmann, and Marco Platzner. “Jump Search: A Fast Technique for the Synthesis of Approximate Circuits.” Fourth Workshop on Approximate Computing (AxC 2019), n.d.' ieee: 'L. M. Witschen, H. Ghasemzadeh Mohammadi, M. Artmann, and M. Platzner, “Jump Search: A Fast Technique for the Synthesis of Approximate Circuits,” Fourth Workshop on Approximate Computing (AxC 2019). .' mla: 'Witschen, Linus Matthias, et al. “Jump Search: A Fast Technique for the Synthesis of Approximate Circuits.” Fourth Workshop on Approximate Computing (AxC 2019).' short: L.M. Witschen, H. Ghasemzadeh Mohammadi, M. Artmann, M. Platzner, Fourth Workshop on Approximate Computing (AxC 2019) (n.d.). date_created: 2020-04-25T08:02:07Z date_updated: 2022-01-06T06:52:57Z ddc: - '006' department: - _id: '78' file: - access_level: closed content_type: application/pdf creator: witschen date_created: 2020-04-25T08:00:35Z date_updated: 2020-04-25T08:00:35Z file_id: '16854' file_name: AxC19_paper_3.pdf file_size: 152806 relation: main_file success: 1 file_date_updated: 2020-04-25T08:00:35Z has_accepted_license: '1' keyword: - Approximate computing - parameter selection - search space exploration - verification - circuit synthesis language: - iso: eng page: '2' project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Fourth Workshop on Approximate Computing (AxC 2019) publication_status: accepted status: public title: 'Jump Search: A Fast Technique for the Synthesis of Approximate Circuits' type: preprint user_id: '49051' year: '2019' ... --- _id: '10577' abstract: - lang: eng text: "State-of-the-art frameworks for generating approximate circuits automatically explore the search space in an iterative process - often greedily. Synthesis and verification processes are invoked in each iteration to evaluate the found solutions and to guide the search algorithm. As a result, a large number of approximate circuits is subjected to analysis - leading to long runtimes - but only a few approximate circuits might form an acceptable solution.\r\n\r\nIn this paper, we present our Jump Search (JS) method which seeks to reduce the runtime of an approximation process by reducing the number of expensive synthesis and verification steps. To reduce the runtime, JS computes impact factors for each approximation candidate in the circuit to create a selection of approximate circuits without invoking synthesis or verification processes. We denote the selection as path from which JS determines the final solution. In our experimental results, JS achieved speed-ups of up to 57x while area savings remain comparable to the reference search method, Simulated Annealing." author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Hassan full_name: Ghasemzadeh Mohammadi, Hassan id: '61186' last_name: Ghasemzadeh Mohammadi - first_name: Matthias full_name: Artmann, Matthias last_name: Artmann - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Ghasemzadeh Mohammadi H, Artmann M, Platzner M. Jump Search: A Fast Technique for the Synthesis of Approximate Circuits. In: Proceedings of the 2019 on Great Lakes Symposium on VLSI  - GLSVLSI ’19. New York, NY, USA: ACM; 2019. doi:10.1145/3299874.3317998' apa: 'Witschen, L. M., Ghasemzadeh Mohammadi, H., Artmann, M., & Platzner, M. (2019). Jump Search: A Fast Technique for the Synthesis of Approximate Circuits. In Proceedings of the 2019 on Great Lakes Symposium on VLSI  - GLSVLSI ’19. New York, NY, USA: ACM. https://doi.org/10.1145/3299874.3317998' bibtex: '@inproceedings{Witschen_Ghasemzadeh Mohammadi_Artmann_Platzner_2019, place={New York, NY, USA}, title={Jump Search: A Fast Technique for the Synthesis of Approximate Circuits}, DOI={10.1145/3299874.3317998}, booktitle={Proceedings of the 2019 on Great Lakes Symposium on VLSI  - GLSVLSI ’19}, publisher={ACM}, author={Witschen, Linus Matthias and Ghasemzadeh Mohammadi, Hassan and Artmann, Matthias and Platzner, Marco}, year={2019} }' chicago: 'Witschen, Linus Matthias, Hassan Ghasemzadeh Mohammadi, Matthias Artmann, and Marco Platzner. “Jump Search: A Fast Technique for the Synthesis of Approximate Circuits.” In Proceedings of the 2019 on Great Lakes Symposium on VLSI  - GLSVLSI ’19. New York, NY, USA: ACM, 2019. https://doi.org/10.1145/3299874.3317998.' ieee: 'L. M. Witschen, H. Ghasemzadeh Mohammadi, M. Artmann, and M. Platzner, “Jump Search: A Fast Technique for the Synthesis of Approximate Circuits,” in Proceedings of the 2019 on Great Lakes Symposium on VLSI  - GLSVLSI ’19, Tysons Corner, VA, USA, 2019.' mla: 'Witschen, Linus Matthias, et al. “Jump Search: A Fast Technique for the Synthesis of Approximate Circuits.” Proceedings of the 2019 on Great Lakes Symposium on VLSI  - GLSVLSI ’19, ACM, 2019, doi:10.1145/3299874.3317998.' short: 'L.M. Witschen, H. Ghasemzadeh Mohammadi, M. Artmann, M. Platzner, in: Proceedings of the 2019 on Great Lakes Symposium on VLSI  - GLSVLSI ’19, ACM, New York, NY, USA, 2019.' conference: end_date: 2019-05-11 location: Tysons Corner, VA, USA name: ACM Great Lakes Symposium on VLSI (GLSVLSI) start_date: 2019-05-09 date_created: 2019-07-08T15:13:10Z date_updated: 2022-01-06T06:50:45Z department: - _id: '78' doi: 10.1145/3299874.3317998 keyword: - Approximate computing - design automation - parameter selection - circuit synthesis language: - iso: eng place: New York, NY, USA project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Proceedings of the 2019 on Great Lakes Symposium on VLSI - GLSVLSI '19 publication_identifier: isbn: - '9781450362528' publication_status: published publisher: ACM status: public title: 'Jump Search: A Fast Technique for the Synthesis of Approximate Circuits' type: conference user_id: '49051' year: '2019' ... --- _id: '11950' abstract: - lang: eng text: Advances in electromyographic (EMG) sensor technology and machine learning algorithms have led to an increased research effort into high density EMG-based pattern recognition methods for prosthesis control. With the goal set on an autonomous multi-movement prosthesis capable of performing training and classification of an amputee’s EMG signals, the focus of this paper lies in the acceleration of the embedded signal processing chain. We present two Xilinx Zynq-based architectures for accelerating two inherently different high density EMG-based control algorithms. The first hardware accelerated design achieves speed-ups of up to 4.8 over the software-only solution, allowing for a processing delay lower than the sample period of 1 ms. The second system achieved a speed-up of 5.5 over the software-only version and operates at a still satisfactory low processing delay of up to 15 ms while providing a higher reliability and robustness against electrode shift and noisy channels. author: - first_name: Alexander full_name: Boschmann, Alexander last_name: Boschmann - first_name: Andreas full_name: Agne, Andreas last_name: Agne - first_name: Georg full_name: Thombansen, Georg last_name: Thombansen - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Florian full_name: Kraus, Florian last_name: Kraus - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: Boschmann A, Agne A, Thombansen G, Witschen LM, Kraus F, Platzner M. Zynq-based acceleration of robust high density myoelectric signal processing. Journal of Parallel and Distributed Computing. 2019;123:77-89. doi:10.1016/j.jpdc.2018.07.004 apa: Boschmann, A., Agne, A., Thombansen, G., Witschen, L. M., Kraus, F., & Platzner, M. (2019). Zynq-based acceleration of robust high density myoelectric signal processing. Journal of Parallel and Distributed Computing, 123, 77–89. https://doi.org/10.1016/j.jpdc.2018.07.004 bibtex: '@article{Boschmann_Agne_Thombansen_Witschen_Kraus_Platzner_2019, title={Zynq-based acceleration of robust high density myoelectric signal processing}, volume={123}, DOI={10.1016/j.jpdc.2018.07.004}, journal={Journal of Parallel and Distributed Computing}, publisher={Elsevier}, author={Boschmann, Alexander and Agne, Andreas and Thombansen, Georg and Witschen, Linus Matthias and Kraus, Florian and Platzner, Marco}, year={2019}, pages={77–89} }' chicago: 'Boschmann, Alexander, Andreas Agne, Georg Thombansen, Linus Matthias Witschen, Florian Kraus, and Marco Platzner. “Zynq-Based Acceleration of Robust High Density Myoelectric Signal Processing.” Journal of Parallel and Distributed Computing 123 (2019): 77–89. https://doi.org/10.1016/j.jpdc.2018.07.004.' ieee: A. Boschmann, A. Agne, G. Thombansen, L. M. Witschen, F. Kraus, and M. Platzner, “Zynq-based acceleration of robust high density myoelectric signal processing,” Journal of Parallel and Distributed Computing, vol. 123, pp. 77–89, 2019. mla: Boschmann, Alexander, et al. “Zynq-Based Acceleration of Robust High Density Myoelectric Signal Processing.” Journal of Parallel and Distributed Computing, vol. 123, Elsevier, 2019, pp. 77–89, doi:10.1016/j.jpdc.2018.07.004. short: A. Boschmann, A. Agne, G. Thombansen, L.M. Witschen, F. Kraus, M. Platzner, Journal of Parallel and Distributed Computing 123 (2019) 77–89. date_created: 2019-07-12T13:13:55Z date_updated: 2022-01-06T06:51:13Z department: - _id: '78' doi: 10.1016/j.jpdc.2018.07.004 intvolume: ' 123' keyword: - High density electromyography - FPGA acceleration - Medical signal processing - Pattern recognition - Prosthetics language: - iso: eng page: 77-89 publication: Journal of Parallel and Distributed Computing publication_identifier: issn: - 0743-7315 publication_status: published publisher: Elsevier status: public title: Zynq-based acceleration of robust high density myoelectric signal processing type: journal_article user_id: '398' volume: 123 year: '2019' ... --- _id: '3586' abstract: - lang: eng text: Existing approaches and tools for the generation of approximate circuits often lack generality and are restricted to certain circuit types, approximation techniques, and quality assurance methods. Moreover, only few tools are publicly available. This hinders the development and evaluation of new techniques for approximating circuits and their comparison to previous approaches. In this paper, we first analyze and classify related approaches and then present CIRCA, our flexible framework for search-based approximate circuit generation. CIRCA is developed with a focus on modularity and extensibility. We present the architecture of CIRCA with its clear separation into stages and functional blocks, report on the current prototype, and show initial experiments. author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Hassan full_name: Ghasemzadeh Mohammadi, Hassan id: '61186' last_name: Ghasemzadeh Mohammadi - first_name: Muhammad full_name: Awais, Muhammad id: '64665' last_name: Awais orcid: https://orcid.org/0000-0003-4148-2969 - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Wiersema T, Ghasemzadeh Mohammadi H, Awais M, Platzner M. CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. Third Workshop on Approximate Computing (AxC 2018).' apa: 'Witschen, L. M., Wiersema, T., Ghasemzadeh Mohammadi, H., Awais, M., & Platzner, M. (n.d.). CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. Third Workshop on Approximate Computing (AxC 2018).' bibtex: '@article{Witschen_Wiersema_Ghasemzadeh Mohammadi_Awais_Platzner, title={CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation}, journal={Third Workshop on Approximate Computing (AxC 2018)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Ghasemzadeh Mohammadi, Hassan and Awais, Muhammad and Platzner, Marco} }' chicago: 'Witschen, Linus Matthias, Tobias Wiersema, Hassan Ghasemzadeh Mohammadi, Muhammad Awais, and Marco Platzner. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” Third Workshop on Approximate Computing (AxC 2018), n.d.' ieee: 'L. M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, and M. Platzner, “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation,” Third Workshop on Approximate Computing (AxC 2018). .' mla: 'Witschen, Linus Matthias, et al. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” Third Workshop on Approximate Computing (AxC 2018).' short: L.M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, M. Platzner, Third Workshop on Approximate Computing (AxC 2018) (n.d.). date_created: 2018-07-20T14:10:46Z date_updated: 2022-01-06T06:59:26Z ddc: - '000' department: - _id: '78' file: - access_level: closed content_type: application/pdf creator: tobias82 date_created: 2018-07-20T14:13:31Z date_updated: 2018-07-20T14:13:31Z file_id: '3587' file_name: WitschenWMAP2018.pdf file_size: 285348 relation: main_file success: 1 file_date_updated: 2018-07-20T14:13:31Z has_accepted_license: '1' keyword: - Approximate Computing - Framework - Pareto Front - Accuracy language: - iso: eng page: '6' project: - _id: '12' name: SFB 901 - Subproject B4 - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Third Workshop on Approximate Computing (AxC 2018) publication_status: accepted status: public title: 'CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation' type: preprint user_id: '49051' year: '2018' ... --- _id: '1165' author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: Witschen LM, Wiersema T, Platzner M. Making the Case for Proof-carrying Approximate Circuits. 4th Workshop On Approximate Computing (WAPCO 2018). 2018. apa: Witschen, L. M., Wiersema, T., & Platzner, M. (2018). Making the Case for Proof-carrying Approximate Circuits. 4th Workshop On Approximate Computing (WAPCO 2018). bibtex: '@article{Witschen_Wiersema_Platzner_2018, title={Making the Case for Proof-carrying Approximate Circuits}, journal={4th Workshop On Approximate Computing (WAPCO 2018)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Platzner, Marco}, year={2018} }' chicago: Witschen, Linus Matthias, Tobias Wiersema, and Marco Platzner. “Making the Case for Proof-Carrying Approximate Circuits.” 4th Workshop On Approximate Computing (WAPCO 2018), 2018. ieee: L. M. Witschen, T. Wiersema, and M. Platzner, “Making the Case for Proof-carrying Approximate Circuits,” 4th Workshop On Approximate Computing (WAPCO 2018). 2018. mla: Witschen, Linus Matthias, et al. “Making the Case for Proof-Carrying Approximate Circuits.” 4th Workshop On Approximate Computing (WAPCO 2018), 2018. short: L.M. Witschen, T. Wiersema, M. Platzner, 4th Workshop On Approximate Computing (WAPCO 2018) (2018). date_created: 2018-02-01T14:24:54Z date_updated: 2022-01-06T06:51:06Z ddc: - '000' department: - _id: '7' - _id: '34' - _id: '78' file: - access_level: closed content_type: application/pdf creator: tobias82 date_created: 2018-11-26T08:00:53Z date_updated: 2018-11-26T08:00:53Z file_id: '5821' file_name: WitschenWP2018[1].pdf file_size: 287224 relation: main_file success: 1 file_date_updated: 2018-11-26T08:00:53Z has_accepted_license: '1' language: - iso: eng project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '12' name: SFB 901 - Subproject B4 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: 4th Workshop On Approximate Computing (WAPCO 2018) status: public title: Making the Case for Proof-carrying Approximate Circuits type: preprint user_id: '49051' year: '2018' ... --- _id: '1157' author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen citation: ama: Witschen LM. A Framework for the Synthesis of Approximate Circuits. Universität Paderborn; 2017. apa: Witschen, L. M. (2017). A Framework for the Synthesis of Approximate Circuits. Universität Paderborn. bibtex: '@book{Witschen_2017, title={A Framework for the Synthesis of Approximate Circuits}, publisher={Universität Paderborn}, author={Witschen, Linus Matthias}, year={2017} }' chicago: Witschen, Linus Matthias. A Framework for the Synthesis of Approximate Circuits. Universität Paderborn, 2017. ieee: L. M. Witschen, A Framework for the Synthesis of Approximate Circuits. Universität Paderborn, 2017. mla: Witschen, Linus Matthias. A Framework for the Synthesis of Approximate Circuits. Universität Paderborn, 2017. short: L.M. Witschen, A Framework for the Synthesis of Approximate Circuits, Universität Paderborn, 2017. date_created: 2018-02-01T14:21:19Z date_updated: 2022-01-06T06:51:03Z department: - _id: '78' - _id: '7' language: - iso: eng project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '12' name: SFB 901 - Subproject B4 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publisher: Universität Paderborn status: public supervisor: - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema title: A Framework for the Synthesis of Approximate Circuits type: mastersthesis user_id: '477' year: '2017' ... --- _id: '10630' author: - first_name: Alexander full_name: Boschmann, Alexander last_name: Boschmann - first_name: Georg full_name: Thombansen, Georg last_name: Thombansen - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Alex full_name: Wiens, Alex last_name: Wiens - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Boschmann A, Thombansen G, Witschen LM, Wiens A, Platzner M. A Zynq-based dynamically reconfigurable high density myoelectric prosthesis controller. In: Design, Automation and Test in Europe (DATE). ; 2017. doi:10.23919/DATE.2017.7927137' apa: Boschmann, A., Thombansen, G., Witschen, L. M., Wiens, A., & Platzner, M. (2017). A Zynq-based dynamically reconfigurable high density myoelectric prosthesis controller. In Design, Automation and Test in Europe (DATE). https://doi.org/10.23919/DATE.2017.7927137 bibtex: '@inproceedings{Boschmann_Thombansen_Witschen_Wiens_Platzner_2017, title={A Zynq-based dynamically reconfigurable high density myoelectric prosthesis controller}, DOI={10.23919/DATE.2017.7927137}, booktitle={Design, Automation and Test in Europe (DATE)}, author={Boschmann, Alexander and Thombansen, Georg and Witschen, Linus Matthias and Wiens, Alex and Platzner, Marco}, year={2017} }' chicago: Boschmann, Alexander, Georg Thombansen, Linus Matthias Witschen, Alex Wiens, and Marco Platzner. “A Zynq-Based Dynamically Reconfigurable High Density Myoelectric Prosthesis Controller.” In Design, Automation and Test in Europe (DATE), 2017. https://doi.org/10.23919/DATE.2017.7927137. ieee: A. Boschmann, G. Thombansen, L. M. Witschen, A. Wiens, and M. Platzner, “A Zynq-based dynamically reconfigurable high density myoelectric prosthesis controller,” in Design, Automation and Test in Europe (DATE), 2017. mla: Boschmann, Alexander, et al. “A Zynq-Based Dynamically Reconfigurable High Density Myoelectric Prosthesis Controller.” Design, Automation and Test in Europe (DATE), 2017, doi:10.23919/DATE.2017.7927137. short: 'A. Boschmann, G. Thombansen, L.M. Witschen, A. Wiens, M. Platzner, in: Design, Automation and Test in Europe (DATE), 2017.' date_created: 2019-07-10T11:02:56Z date_updated: 2022-01-06T06:50:49Z department: - _id: '78' doi: 10.23919/DATE.2017.7927137 language: - iso: eng publication: Design, Automation and Test in Europe (DATE) status: public title: A Zynq-based dynamically reconfigurable high density myoelectric prosthesis controller type: conference user_id: '3118' year: '2017' ... --- _id: '15873' author: - first_name: Alexander full_name: Boschmann, Alexander last_name: Boschmann - first_name: Andreas full_name: Agne, Andreas last_name: Agne - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Georg full_name: Thombansen, Georg last_name: Thombansen - first_name: Florian full_name: Kraus, Florian last_name: Kraus - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Boschmann A, Agne A, Witschen LM, Thombansen G, Kraus F, Platzner M. FPGA-based acceleration of high density myoelectric signal processing. In: 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig). IEEE; 2016. doi:10.1109/reconfig.2015.7393312' apa: 'Boschmann, A., Agne, A., Witschen, L. M., Thombansen, G., Kraus, F., & Platzner, M. (2016). FPGA-based acceleration of high density myoelectric signal processing. In 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig). Mexiko City, Mexiko: IEEE. https://doi.org/10.1109/reconfig.2015.7393312' bibtex: '@inproceedings{Boschmann_Agne_Witschen_Thombansen_Kraus_Platzner_2016, title={FPGA-based acceleration of high density myoelectric signal processing}, DOI={10.1109/reconfig.2015.7393312}, booktitle={2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig)}, publisher={IEEE}, author={Boschmann, Alexander and Agne, Andreas and Witschen, Linus Matthias and Thombansen, Georg and Kraus, Florian and Platzner, Marco}, year={2016} }' chicago: Boschmann, Alexander, Andreas Agne, Linus Matthias Witschen, Georg Thombansen, Florian Kraus, and Marco Platzner. “FPGA-Based Acceleration of High Density Myoelectric Signal Processing.” In 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig). IEEE, 2016. https://doi.org/10.1109/reconfig.2015.7393312. ieee: A. Boschmann, A. Agne, L. M. Witschen, G. Thombansen, F. Kraus, and M. Platzner, “FPGA-based acceleration of high density myoelectric signal processing,” in 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig), Mexiko City, Mexiko, 2016. mla: Boschmann, Alexander, et al. “FPGA-Based Acceleration of High Density Myoelectric Signal Processing.” 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig), IEEE, 2016, doi:10.1109/reconfig.2015.7393312. short: 'A. Boschmann, A. Agne, L.M. Witschen, G. Thombansen, F. Kraus, M. Platzner, in: 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig), IEEE, 2016.' conference: location: Mexiko City, Mexiko name: 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig) date_created: 2020-02-11T07:48:56Z date_updated: 2022-01-06T06:52:38Z department: - _id: '78' doi: 10.1109/reconfig.2015.7393312 keyword: - Electromyography - Feature extraction - Delays - Hardware Pattern recognition - Prosthetics - High definition video language: - iso: eng publication: 2015 International Conference on ReConFigurable Computing and FPGAs (ReConFig) publication_identifier: isbn: - '9781467394062' publication_status: published publisher: IEEE status: public title: FPGA-based acceleration of high density myoelectric signal processing type: conference user_id: '49051' year: '2016' ...