We introduce a privacy-preserving framework for integrating consumer-grade drones into bushfire management. This system creates a marketplace where bushfire management authorities obtain essential data from drone operators. Key features include local differential privacy to protect data providers and a blockchain-based solution ensuring fair data exchanges and accountability. The framework is validated through a proof-of-concept implementation, demonstrating its scalability and potential for various large-scale data collection scenarios. This approach addresses privacy concerns and compliance with regulations like Australia's Privacy Act 1988, offering a practical solution for enhancing bushfire detection and management through crowdsourced drone services.

翻译：本文提出一种隐私保护框架，将消费级无人机整合至丛林火灾管理中。该系统构建了一个市场平台，使火灾管理机构能够从无人机运营商处获取关键数据。其核心特性包括：采用本地差分隐私技术以保护数据提供者隐私，并基于区块链的解决方案确保公平的数据交换与可追溯性。通过概念验证实现，本框架验证了其可扩展性及在多种大规模数据采集场景中的应用潜力。该方法不仅解决了隐私保护问题，且符合澳大利亚《1988年隐私法》等法规要求，为通过众包无人机服务提升丛林火灾探测与管理能力提供了切实可行的解决方案。