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From Problem to Solution: A general Pipeline to Solve Optimisation Problems on Quantum Hardware

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arxiv 2406.19876 v2 pith:RIYR6SEW submitted 2024-06-28 quant-ph

classification quant-ph
keywords quantumdevelopmentpipelineprojectsoftwaresolutionexpertisegeneral
verification ladder T0 review T1 audit T2 compute T3 formal

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With constant improvements of quantum hardware and quantum algorithms, quantum advantage comes within reach. Parallel to the development of the computer at the end of the twentieth century, quantum software development will now also rapidly gain in importance and scale. On account of the inherent complexity and novelty of quantum computing (QC), as well as the expected lack of expertise of many of the stakeholders involved in its development, QC software development projects are exposed to the risk of being conducted in a crowded and unstructured way, lacking clear guidance and understanding. This paper presents a comprehensive quantum optimisation development pipeline, novel in its depth of 22 activities across multiple stages, coupled with project management insights, uniquely targeted to the late noisy intermediate-scale quantum (NISQ) [1] and early post-NISQ eras. We have extensively screened literature and use-cases, interviewed experts, and brought in our own expertise to develop this general quantum pipeline. The proposed solution pipeline is divided into five stages: Use-case Identification, Solution Draft, Pre-Processing, Execution and Post-Processing. Additionally, the pipeline contains two review points to address the project management view, the inherent risk of the project and the current technical maturity of QC technology. This work is intended as an orientation aid for all stakeholders involved in the development of QC applications and should therefore increase the chances of success of quantum software projects. We encourage researchers to adapt and extend the model where appropriate, as technological development also continues.

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Cited by 3 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Dead Gate Elimination

    quant-ph 2025-04 conditional novelty 4.0 of 10

    A circuit optimization that removes gates on qubits whose measurement results are unused, with a proof that the distribution of the remaining outcomes is unchanged.

  2. Investigating Parameter-Efficiency of Hybrid QuGANs Based on Geometric Properties of Generated Sea Route Graphs

    cs.LG 2025-01 conditional novelty 4.0 of 10

    Hybrid QuGANs can generate geometrically valid four-port sea-route graphs with quality comparable to a larger classical GAN, while under-producing variance.

  3. Interfacing Quantum Computing Systems with High-Performance Computing Systems: An Overview

    quant-ph 2025-09 conditional

    A broad literature review of architectures, software stacks, and challenges for integrating quantum processors into high-performance computing systems.

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