降低制造业的温室气体排放量有多种策略。 始于1765年的第一次工业革命改变了我们的经济，改变了通过使用煤炭来制造和制造商品的方式。 1870年，天然气推动了第二次工业革命，1969年又推动了核能。 工业4.0目前正协助制造业减少因使用可再生能源而产生的温室气体排放量。 它正在改变制造业的运作方式。 然而，可再生能源的使用是数字革命的副产品。 数字技术的飞速发展是推动工业4.0的动力。
作为产业4.0的一部分,正在开发能够实现生产过程网络化、价值创造和实时优化的网络物理系统。 机器学习和人工智能(AI)的发展是革命的原动力。 进入”智能制造”的精巧的AI算法利用从网络物理系统中收集的数据。 行业4.0将给制造业带来巨大影响，因为运营可以自动优化，从而产生更高的利润率。 但是智能制造和使用AI对环境也有好处。
如果你想减少排放，总是从理解开始。 一家公司在制造过程中必须首先意识到它的排放，以减少它们。 因此，必须量化温室气体排放的基准。 该过程可以通过自动收集电力、天然气、用水等实用数据的智能制造简单化。 此外，基于人工智能的工具可以帮助确定企业供应链的范围 3 排放量。 物联网将允许智能制造过程的数字孪生兄弟的表示，这将通过整个供应链的建模实现数据收集的简单化。
一旦基线建立起来，智能制造就可以使用预测维护和数字双子优化等技术来减少排放。 每种技术都突出了智能制造的未来。 以最有效的性能容易优化的产业工程虚拟复制品为开端,可以实现数字双子优化。 在数字双胞胎的帮助下，通过更多的测试和迭代，可以创建基于利润和碳减排的智能战略。 另一方面，预测性维护可以通过避免无意义的维护任务来降低成本和碳排放。
随着企业节省定期维修费用或修理破损设备的费用,预测维修的人气正在上升。 基于AI的工具使用机器学习来发现历史传感器数据和维护日志之间的关系。 机器学习算法利用历史数据进行训练后,可以根据工厂内的实时传感器读数,成功预测需要维修时的情况。 通过预测维修，精确地模拟了现有机器的磨损情况。
你应该从减少对能源和资源（如材料和水）的需求入手。 人们还可以考虑减少浪费。 这包括通过低效设备浪费能源、浪费材料和水。 你可以通过处理所有这些废物来降低碳排放。 当然，您需要考虑高效的维护计划;这包括减少使用时间和备件，提高可服务性，减少停机时间，最大限度地利用您的人力资源，以及最大限度地利用资源可能需要的站点之间的移动。 然而，还有更多;
城市产生的温室气体约占世界温室气体排放的70%，这对气候变化有着重大影响。 欧盟委员会声称，通过改善城市交通系统、供水、水处理设施和节能建筑，可以监测和减少城市地区的温室气体排放。 根据联合国的可持续发展目标，城市及其在气候变化中的作用必须重新设计和修改，以带来机遇，而不是威胁。 然而，为了确定需要变革的领域，城市的复杂性需要通过多治理办法加以理解。
制造业在环境和社会层面为工业持续增长和发展提供了机会。 从经济上讲，城市的发展历来受益于工业制造业的影响，从城市工人的就业机会到生产能够为社区和基础设施增值的商品和服务。 城市特色如公共交通、建筑设计和道路基础设施可以发展和调整以适应制造业。图灵区 采用电车、公共汽车和火车等低碳基础设施改善措施可以帮助乘汽车上下班的工人减少排放和个人生活成本。 随着以智能制造为中心的韩国城市的发展,公害和交通堵塞有望消失。
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