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Moritz Brunion
dblp:298/7168
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11ranked-venue papers
1as first author
11since 2021 · last 2025
0000-0001-7842-7774ORCID · corroborated
Domains — the database's venue-derived domains; a paper can count in several
Systems, architecture and hardware · 11 · 1 first-author · 11 since 2021Applied, interdisciplinary, general and emerging computing · 2 · 2 since 2021Software engineering, systems software and programming languages · 1 · 1 since 2021
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2025 | Invited Paper: CMOS 2.0 - Redefining the Future of ScalingabstractWe propose to revisit the functional scaling paradigm by capitalizing on two recent developments in advanced chip manufacturing, namely 3D wafer bonding and backside processing. This approach leads to the proposal of the CMOS 2.0 platform. The main idea is to shift the CMOS roadmap from geometric scaling to fine-grain heterogeneous 3D stacking of specialized active device layers to achieve the ultimate Power-Performance-Area and Cost gains expected from future technology generations. However, the efficient utilization of such a platform requires devising architectures that can optimally map onto this technology, as well as the EDA infrastructure that supports it. We also discuss reliability concerns and eventual mitigation approaches. This paper provides pointers into the major disruptions we expect in the design of systems in CMOS 2.0 moving forward. Moritz Brunion, Navaneeth Kunhi Purayil, Francesco Dell'Atti, Sebastian Lam, Refik Bilgic, Mehdi Baradaran Tahoori, Luca Benini, Julien Ryckaert |
ICCAD | 1 |
| 2025 | Bandwidth-Latency-Thermal Co-Optimization of Interconnect-Dominated Many-Core 3D-ICabstractThe ongoing integration of advanced functionalities in contemporary system-on-chips (SoCs) poses significant challenges related to memory bandwidth, capacity, and thermal stability. These challenges are further amplified with the advancement of artificial intelligence (AI), necessitating enhanced memory and interconnect bandwidth and latency. This article presents a comprehensive study encompassing architectural modifications of an interconnect-dominated many-core SoC targeting the significant increase of intermediate, on-chip cache memory bandwidth and access latency tuning. The proposed SoC has been implemented in 3-D using A10 nanosheet technology and early thermal analysis has been performed. Our workload simulations reveal, respectively, up to 12- and 2.5-fold acceleration in the 64-core and 16-core versions of the SoC. Such speed-up comes at 40% increase in die-area and a 60% rise in power dissipation when implemented in 2-D. In contrast, the 3-D counterpart not only minimizes the footprint but also yields 20% power savings, attributable to a 40% reduction in wirelength. The article further highlights the importance of pipeline restructuring to leverage the potential of 3-D technology for achieving lower latency and more efficient memory access. Finally, we discuss the thermal implications of various 3-D partitioning schemes in High Performance Computing (HPC) and mobile applications. Our analysis reveals that, unlike high-power density HPC cases, 3-D mobile case increases$T_{\max }$only by$2~^{\circ } $C–$3~^{\circ } $C compared to 2-D, while the HPC scenario analysis requires multiconstrained efficient partitioning for 3-D implementations. Sudipta Das, Samuel Riedel, Mohamed Naeim, Moritz Brunion, Marco Bertuletti, Luca Benini, Julien Ryckaert, James Myers, Dwaipayan Biswas, Dragomir Milojevic |
IEEE Trans. Very Large Scale Integr. Syst. | 4 |
| 2024 | 3D Partitioning with Pipeline Optimization for Low-Latency Memory Access in Many-Core SoCsabstractThis paper presents an investigation of System-on-Chip (SoC) communication latency optimization for 3D system integration and highlights the role of architectural modifications to maximize the Power, Performance, & Area (PPA) benefits. An instance of a highly configurable RISC-V SoC is implemented using ∼2nm nanosheet technology and different 3D stacking options using design flow from sign-off tools. The proposed implementation targets performance optimization for different 3D partitioning scenarios: Memory-on-Logic (MoL) & Logic-on-Logic (LoL). We target 2-die 3D Integrated Circuits (3D-IC) with high density 3D interconnect using Face-to-Face (F2F) hybrid bonding (∼1µm), and 3-die stack, as Face-to-Back (F2B) on top of F2F. Our analysis of the 16-core SoC instance shows that the proposed architectural optimizations bring a significant reduction of 4 pipeline stages in the design hierarchy at a marginal cost of 9% effective frequency loss when implemented in 3D in comparison to the baseline 2D architecture. Further, going from 2D to 3D allows more than 40% total system wire-length reduction & 10% less cell area, resulting in 20% power savings. These findings hold promise for further explorations on many-core SoC instances (256 & more) facing system interconnect challenges. Sudipta Das, Samuel Riedel, Marco Bertuletti, Luca Benini, Moritz Brunion, Julien Ryckaert, James Myers, Dwaipayan Biswas, Dragomir Milojevic |
ISCAS | 5 |
| 2024 | Hier-3D: A Methodology for Physical Hierarchy Exploration of 3-D ICsabstractHierarchical very-large-scale integration (VLSI) flows are an understudied yet critical approach to achieving design closure at giga-scale complexity and gigahertz frequency targets. This paper proposes a novel hierarchical physical design flow enabling the building of high-density and commercial-quality two-tier face-to-face-bonded hierarchical 3D ICs. Complemented with an automated floorplanning solution, the flow allows for system-level physical and architectural exploration of 3D designs. As a result, we significantly reduce the associated manufacturing cost compared to existing 3D implementation flows and, for the first time, achieve cost competitiveness against the 2D reference in large modern designs. Experimental results on complex industrial and open manycore processors demonstrate in two advanced nodes that the proposed flow provides major power, performance, and area/cost (PPAC) improvements of 1.2 -2.2× compared with 2D, where all metrics are improved simultaneously, including up to 20% power savings. Nesara Eranna Bethur, Anthony Agnesina, Moritz Brunion, Alberto García Ortiz, Francky Catthoor, Dragomir Milojevic, Manu Perumkunnil Komalan, Matheus A. Cavalcante, Samuel Riedel, Luca Benini, Sung Kyu Lim |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 3 |
| 2024 | On Legalization of Die Bonding Bumps and Pads for 3-D ICsabstractAs state-of-the-art 3D IC Place-and-Route flows were designed with older technology nodes and aggressive bonding pitch assumptions, they introduce an unacceptable number of 3D via overlap violations during routing in real-world scenarios. Specifically, when dealing with higher via pitch to wire size ratios using more advanced technology nodes than they were designed for, these flows struggle to comply with width and spacing rules. In this paper, we propose a novel 3D via legalization stage and a subsequent refinement stage during routing to address this issue. Two independent via legalization methods are introduced: a force-based algorithm and a bipartite-matching algorithm with Bayesian optimization. Our two legalization methods, along with the refinement stage, are compatible with various process nodes, bonding technologies, and partitioning styles. By implementing the modified 3D routing with the proposed legalizers, we successfully eliminate all 3D via overlap violations while minimizing the impact on performance, power, or area. Sai Pentapati, Anthony Agnesina, Moritz Brunion, Sung Kyu Lim |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 4 |
| 2023 | On Legalization of Die Bonding Bumps and Pads for 3D ICsabstractState-of-the-art 3D IC Place-and-Route flows were designed with older technology nodes and aggressive bonding pitch assumptions. As a result, these flows fail to honor the width and spacing rules for the 3D vias with realistic pitch values. We propose a critical new 3D via legalization stage during routing to reduce such violations. A force-based solver and bipartite-matching algorithm with Bayesian optimization are presented as viable legalizers and are compatible with various process nodes, bonding technologies, and partitioning types. With the modified 3D routing, we reduce the 3D via violations by more than 10× with zero impact on performance, power, or area. Sai Pentapati, Anthony Agnesina, Moritz Brunion, Sung Kyu Lim |
ISPD | 3 |
| 2023 | Impact of 3-D Integration on Thermal Performance of RISC-V MemPool Multicore SOCabstractDue to the rise in the number of cores in modern multicore architectures, 3-D integration (i.e., vertical stacking of chips) of system-on-a-chip (SOC) promises better performance due to a drastic reduction in global interconnect lengths and die footprint compared with 2-D counterparts. However, thermal issues are predominant in 3-D-SOCs due to the vertical stacking nature of chips which multiplies the transistor power density by the number of dies within the stack. Also, the reduced lateral heat spreading with aggressive die thinning degrades the ON-chip thermal performances. In this article, we investigate the thermal performance analysis of 3-D-SOC and compare the results with the 2-D-SOC designs for a MemPool multicore SOC with shared L1 scratchpad memory (SPM). Simulation results reveal that the 3-D-SOC using memory-on-logic (MOL) configuration increases the ON-chip maximum temperature by more than 20% compared with the baseline 2-D-SOC and the logic die temperature is relatively higher (3.6%) than the memory die. We also explore the impact of architectural floor-planning effects and 3-D functional partitioning on thermal performance of the MemPool instances in the 3-D-SOC with memory capacity ranging from 1 to 8 MiB and benchmarked the thermal performance with the 2-D-SOC designs. We observe that the junction-to-ambient temperature ($T_{\max }$) increases by 44% and is predominant for the SPM capacity of 8 MiB. Further investigations on various 3-D stacking configurations reveal there is an improvement in thermal performance for MOL over logic-on-memory (LOM) for L1 SPM capacity of 1, 2, and 4 MiB, and LOM over the MOL configuration for L1 SPM capacity of 8 MiB. Sankatali Venkateswarlu, Subrat Mishra, Herman Oprins, Bjorn Vermeersch, Moritz Brunion, Jun-Han Han, Mircea R. Stan, Dwaipayan Biswas, Pieter Weckx, Francky Catthoor |
IEEE Trans. Very Large Scale Integr. Syst. | 5 |
| 2022 | MemPool-3D: Boosting Performance and Efficiency of Shared-L1 Memory Many-Core Clusters with 3D IntegrationabstractThree-dimensional integrated circuits promise power, performance, and footprint gains compared to their 2D counter-parts, thanks to drastic reductions in the interconnects' length through their smaller form factor. We can leverage the potential of 3D integration by enhancing MemPool, an open-source many-core design with 256 cores and a shared pool of L1 scratchpad memory connected with a low-latency interconnect. MemPool's baseline 2D design is severely limited by routing congestion and wire propagation delay, making the design ideal for 3D integration. In architectural terms, we increase MemPool's scratchpad memory capacity beyond the sweet spot for 2D designs, improving performance in a common digital signal processing kernel. We propose a 3D MemPool design that leverages a smart partitioning of the memory resources across two layers to balance the size and utilization of the stacked dies. In this paper, we explore the architectural and the technology parameter spaces by analyzing the power, performance, area, and energy efficiency of MemPool instances in 2D and 3D with 1 MiB, 2 MiB, 4 MiB, and 8 MiB of scratchpad memory in a commercial 28 nm technology node. We observe a performance gain of 9.1% when running a matrix multiplication on MemPool-3D with 4 MiB of scratchpad memory compared to the MemPool 2D counterpart. In terms of energy efficiency, we can implement the MemPool-3D instance with 4 MiB of L1 memory on an energy budget 15 % smaller than its 2D counterpart, and 3.7 % smaller than the MemPool-2D instance with a fourth of the L1 scratchpad memory capacity. Matheus A. Cavalcante, Anthony Agnesina, Samuel Riedel, Moritz Brunion, Alberto García Ortiz, Dragomir Milojevic, Francky Catthoor, Sung Kyu Lim, Luca Benini |
DATE | 4 |
| 2022 | Hier-3D: A Hierarchical Physical Design Methodology for Face-to-Face-Bonded 3D ICsabstractHierarchical very-large-scale integration (VLSI) flows are an understudied yet critical approach to achieving design closure at giga-scale complexity and gigahertz frequency targets. This paper proposes a novel hierarchical physical design flow enabling the building of high-density and commercial-quality two-tier face-to-face-bonded hierarchical 3D ICs. We significantly reduce the associated manufacturing cost compared to existing 3D implementation flows and, for the first time, achieve cost competitiveness against the 2D reference in large modern designs. Experimental results on complex industrial and open manycore processors demonstrate in two advanced nodes that the proposed flow provides major power, performance, and area/cost (PPAC) improvements of 1.2 to 2.2 × compared with 2D, where all metrics are improved simultaneously, including up to power savings. Anthony Agnesina, Moritz Brunion, Alberto García Ortiz, Francky Catthoor, Dragomir Milojevic, Manu Perumkunnil Komalan, Matheus A. Cavalcante, Samuel Riedel, Luca Benini, Sung Kyu Lim |
ISLPED | 2 |
| 2022 | Thermal Performance Analysis of Mempool RISC-V Multicore SoCabstractThe presence of multiple cores in modern multicore architectures makes thermal management and temperature estimation a really challenging task for enhancing reliability and lifespan. Due to the presence of many cores, the core/tile spacing needs to be optimized in order to enhance the thermal coupling between interconnect routing blocks and active tiles. In addition, the tiles activity patterns under partial workload conditions significantly affect the maximum on-chip temperature which results in nonuniform temperature distribution. This is due to poor thermal coupling between neighboring tiles owing to the decrease in spacing between cores. In this article, we investigate the thermal performance analysis of a 256-core (i.e., 64 tiles) Mempool reduced instruction set computer (RISC) V-based architecture considering the impact of inter tiles spacing. Simulation results reveal that lateral heat spreading predominantly affects the thermal performance in multicore architectures under partial workload conditions. We also optimize the thermal performance with different tiles activity pattern. Simulation results reveal that both the maximum on-chip temperature and lateral heat spreading are improved for specific tiles activity patterns. Also the thermal performance analysis considering the “tile-insite effect” reveals that there is little impact on on-chip maximum temperature ($T_{\text {max}}$), but the on-chip thermal gradient ($\Delta T$) and the thermal profile pattern are predominantly affected. Finally, the effect of the secondary heat path toward printed circuit board (PCB) is studied in this work. Sankatali Venkateswarlu, Subrat Mishra, Herman Oprins, Bjorn Vermeersch, Moritz Brunion, Jun-Han Han, Mircea R. Stan, Pieter Weckx, Francky Catthoor |
IEEE Trans. Very Large Scale Integr. Syst. | 5 |
| 2021 | Power, Performance, Area and Cost Analysis of Memory-on-Logic Face-to-Face Bonded 3D Processor DesignsabstractIn this paper, we present a power, performance, area and cost (PPAC) analysis for large-scale 3D processor designs based on wafer-to-wafer bonding. From the evaluation of our cost model, we investigate a typically disregarded opportunity in 3D that is area savings due to buffer savings and better routability, offering unexpected cost savings. We explore the viability of this factor with the feedback of a state-of-the-art 3D memory-on-logic implementation flow. We show how this affects the PPAC of full-chip GDS implementations of a large-scale manycore processor design. Experiments show that our memory-on-logic 3D implementation offers 7% silicon area savings, resulting in 53.5% footprint reduction. We also obtain a 40% power-performance-cost improvement compared with 2D counterparts Anthony Agnesina, Moritz Brunion, Alberto García Ortiz, Dragomir Milojevic, Francky Catthoor, Manu Perumkunnil Komalan, Sung Kyu Lim |
ISLPED | 2 |