Contribute to the progress of engineering and science by solving keyindustry challenges!
Are you looking for a design or research project idea with real industry relevance?This is a list of inspiring projects based on industry trends for your capstone, senior design project, or final year assignment. These projects help you learn about technology trends while becoming an important and valued contributor to the advancement of technical computing and Model-Based Design with MATLAB and Simulink. Even more, you gain official recognition for your problem-solving skills from technology leaders at MathWorks.
Make the results of your work open and accessible to receive a certificate and endorsements from MathWorks research leads. Let us know your intent to complete one of these projects and learn about these rewards here.
If you are faculty and interested in further information, to provide feedback, or to nominate a new project, contact us here.
If you are in industry and interested in nominating a new project contact us here.
Updated: September 20, 2021
Satellite Collision AvoidanceModel satellites in Low Earth Orbit (LEO) to identify conjunctions and prevent collisions with space debris, while maintaining orbital requirements. Impact: Contribute to the success of satellite mega-constellations and improve the safety of the Low Earth Orbit (LEO) environment. Expertise gained: Autonomous Vehicles, Control, Satellite, Modeling and Simulation |
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Snake-like Robot Modeling and NavigationModel and control an autonomous snake-like robot to navigate an unknown environment. Impact: Advance robotics design for hazardous environments inspection and operation in constricted spaces. Expertise gained: Robotics, Manipulators, Modeling and Simulation |
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Traffic Light Negotiation and Perception-Based DetectionDetect traffic lights and perform traffic light negotiation at an intersection in Unreal environment. Impact: Contribute to the advancement of autonomous vehicles traffic coordination in intersections through simulation. Expertise gained: Autonomous Vehicles, Computer Vision, Automotive, Control, Deep Learning, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking |
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Traffic Data Analysis for Modeling and Prediction of Traffic ScenariosAnalyze real-world traffic data to understand, model, and predict human driving trajectories. Impact: Contribute to autonomous driving technologies and intelligent transportation research. Expertise gained: Big Data, Autonomous Vehicles, Support Vector Machines, Machine Learning, Deep Learning, Automotive |
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Classify Object Behavior to Enhance the Safety of Autonomous VehiclesAutomatically classify behavior of tracked objects to enhance the safety of autonomous systems. Impact: Make autonomous vehicles safer by classifying behaviors of objects around them. Expertise gained: Artificial Intelligence, Autonomous Vehicles, Robotics, Drones, Deep Learning, Explainable AI, Machine Learning, Mobile Robots, Neural Networks, Reinforcement Learning, Sensor Fusion and Tracking, UAV, UGV, Automotive |
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Testing Realtime Robustness of ROS in Autonomous DrivingDevelop a realtime collision avoidance system using ROS2 that will execute a safe vehicle response. Impact: Contribute to improving access and safety of transportation through robust automated driving systems. Expertise gained: Autonomous Vehicles, Robotics, Automotive, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking, Low-Cost Hardware |
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Smart Watering System with Internet of ThingsDevelop a smart plant water system using Internet of Things (IoT) and low-cost hardware. Impact: Minimize the negative effects of the overuse of water in farming and preserve water resources. Expertise gained: Sustainability and Renewable Energy, Artificial Intelligence, IoT, Low-Cost Hardware, Deep Learning, Cloud Computing |
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Machine Learning for Motor ControlEnhance the performance and product quality required to develop a motor control application. Impact: Contribute to the global transition to smart manufacturing and electrification. Expertise gained: Artificial Intelligence, Control, Machine Learning, Reinforcement Learning, Automotive |
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Flight Controller Design and Hardware DeploymentBuild a mini drone and use the PX4 Hardware Support package to design the flight controller using Simulink. Impact: Expedite UAV design and assembly with model-based design. Expertise gained: Drones, Autonomous Vehicles, Control, Low-cost Hardware, UAV |
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Portable Charging System for Electric VehiclesDesign a portable charger for Electric Vehicles. Impact: Help make Electric Vehicles more reliable for general use. Expertise gained: Sustainability and Renewable Energy, Control, Electrification, Modeling and Simulation |
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Digital Twin and Predictive Maintenance of Pneumatic SystemsPredict faults in pneumatic systems using simulation and AI/machine learning. Impact: Improve efficiency and reliability of industrial processes. Expertise gained: Artificial Intelligence, Industry 4.0, Cyber-Physical Systems, Digital Twins, Embedded AI, Health Monitoring, IoT, Machine Learning, Modeling and Simulation |
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Face Recognition and Human Tracking RobotDesign and implement a real time autonomous human tracking robot using low-cost hardware. Impact: Leverage mobile technology and deep learning to advance face recognition algorithms for impacting human safety and security. Expertise gained: Artificial Intelligence, Computer Vision, Robotics, Deep Learning, Embedded AI, Human-Robot Interaction, Mobile Robots, Modeling and Simulation, Machine Learning, Low-cost Hardware, Image Processing, Control |
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Robust Visual SLAM Using MATLAB Mobile Sensor StreamingPerform robust visual SLAM using MATLAB Mobile sensor streaming. Impact: Enable visual SLAM from streaming sensors and extend the state-of-art in real-time visual SLAM algorithms. Expertise gained: Autonomous Vehicles, Computer Vision, Drones, Robotics, Automotive, AUV, Mobile Robots, Manipulators, Humanoid, UAV, UGV |
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Warehouse Robotics SimulationSimulate multirobot interactions for efficient algorithm design and warehouse operations. Impact: Advance the automation of warehouse applications and reduce associated time and energy consumption. Expertise gained: Autonomous Vehicles, Robotics, Human-Robot Interaction, Humanoid, Mobile Robots |
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Synthetic Aperture Radar (SAR) SimulatorDevelop a lightweight Synthetic Aperture Radar (SAR) raw data simulator. Impact: Accelerate design of SAR imaging systems and reduce time and cost for their development for aerial and terrestrial applications Expertise gained: Autonomous Vehicles, Automotive, AUV, Image Processing, Signal Processing, Radar Processing |
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Change Detection in Hyperspectral ImageryDevelop an efficient method for detecting small changes on Earth surface using hyperspectral images. Impact: Revolutionize the management of natural resources, monitoring, and preventing of disasters, going beyond what is visible to the naked eye. Expertise gained: Computer Vision, Image Processing, Deep Learning |
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Autonomous Navigation for Vehicles in Rough TerrainDesign and implement a motion planning algorithm for off-road vehicles on rough terrain. Impact: Expand the frontiers of off-road exploration and navigation using mobile robots for precision agriculture, firefighting, search and rescue, and planetary exploration. Expertise gained: Autonomous Vehicles, Computer Vision, Robotics, Image Processing, Mobile Robots, SLAM, UGV, Optimization |
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Path Planning for Autonomous Race CarsDevelop an algorithm to compute an optimal path for racing tracks. Impact: Push racing car competitions into fully autonomous mode Expertise gained: Autonomous Vehicles, Automotive, Optimization, Modeling and Simulation |
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Disturbance Rejection Control for PMSM MotorsImplement Active Disturbance Rejection Control (ADRC) algorithm for closed-loop speed control system for a Permanent Magnet Synchronous Motors (PMSM). Impact: Improve the customer experience with advanced control strategies to handle the sudden changes in the load with better dynamic control performance. Expertise gained: Artificial Intelligence, Electrification, Control, Modeling and Simulation, Reinforcement Learning |
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Optimizing Antenna Performance in an Indoor Propagation EnvironmentDesign an antenna to optimize transmission and reception in indoor environment. Impact: Maximize indoor radio signal coverage and reduce energy consumption of signal booster devices. Expertise gained: 5G, Optimization, Smart Antennas, Wireless Communication |
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Optimization of Large Antenna Arrays for Astronomical ApplicationsDesign a large antenna array and optimize its multiple design variables to achieve desired transmission/reception characteristics. Impact: Advance long distance communication capabilities for astronomical applications Expertise gained: 5G, Smart Antennas, Wireless Communication, Optimization |
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Green Hydrogen ProductionDevelop a model of a reversible fuel-cell integrated into a renewable-energy microgrid structure. Impact: Contribute to the global transition to zero-emission energy sources through the production of hydrogen from clean sources. Expertise gained: Sustainability and Renewable Energy, Electrification, Digital Twins, Modeling and Simulation |
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Automatically Segment and Label Objects in VideoImplement algorithms to automatically label data for deep learning model training. Impact: Accelerate the development of robust AI algorithms for self-driving vehicles. Expertise gained: Artificial Intelligence, Computer Vision, Deep Learning, Machine Learning |
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Behavioral Modelling of Phase-Locked Loop using Deep Learning TechniquesLeverage a deep learning approach to extract behavioral models of mixed-signal systems from measurement data and circuit simulation. Impact: Accelerate mixed-signal design and analysis thereby reducing Time-To-Market for semiconductor companies. Expertise gained: Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal, Optimization, Signal Processing |
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Electrification of Household HeatingBuild and evaluate an electrical household heating system to help minimize human environmental impact and halt climate change. Impact: Contribute to the global transition to zero-emission energy sources by electrification of household heating. Expertise gained: Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation |
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Electrification of AircraftEvaluate electric aircraft energy requirements, power distribution options, and other electrical technologies. Impact: Contribute to the global transition to zero-emission energy sources by electrification of flight. Expertise gained: Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation, Zero-fuel Aircraft |
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Signal Integrity Channel Feature Extraction for Deep LearningDevelop a deep learning approach for signal integrity applications. Impact: Accelerate signal integrity design and analysis to enable society with more robust and connected internet communications. Expertise gained: Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal Be the first to sign up for this project |
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Wind Turbine Predictive Maintenance Using Machine LearningImprove the reliability of wind turbines by using machine learning to inform a predictive maintenance model. Impact: Contribute to providing the world with reliable green energy. Expertise gained: Industry 4.0, Sustainability and Renewable Energy, Machine Learning, Electrification, Modeling and Simulation, Predictive Maintenance, Wind Turbines |
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Optimal Data Center CoolingImprove performance, stability, and cost effectiveness of data centers by designing a cooling algorithm that keeps the system running as efficiently as possible. Impact: Contribute to the performance, reliability, and efficiency of data centers worldwide. Expertise gained: Big Data, Sustainability and Renewable Energy, Cloud Computing, Control, Deep Learning, Modeling and Simulation, Parallel Computing, Predictive Maintenance Be the first to sign up for this project |
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Control, Modeling, Design, and Simulation of Modern HVAC SystemsModel a modern HVAC system and design a controller to improve heating, cooling, ventilation, air quality, pressure, humidity, and energy efficiency. Impact: Contribute to the design and control of modern homes and buildings to preserve energy and healthy living environments. Expertise gained: Sustainability and Renewable Energy, Modeling and Simulation, Electrification, Control |
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Predictive Electric Vehicle CoolingImprove range, performance, and battery life by designing a cooling algorithm that keep EV battery packs cool when they need it most. Impact: Contribute to the electrification of transport worldwide. Increase the range, performance, and battery life of EVs. Expertise gained: Autonomous Vehicles, Sustainability and Renewable Energy, Automotive, Control, Electrification, Modeling and Simulation, Optimization |
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Speech Background Noise Suppression with Deep LearningDevelop a deep learning neural network for audio background noise suppression. Impact: Advance hearing aid technology through research in speech enhancement and noise suppression and improve the quality of life of persons with a hearing impairment. Expertise gained: Artificial Intelligence, Deep Learning, Neural Networks, Signal Processing |
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Improve the Accuracy of Satellite Navigation SystemsImprove the accuracy of satellite navigation systems by using non-binary LDPC codes. Impact: Accelerate the development of modern satellite navigation receivers. Expertise gained: 5G, GNSS, Wireless Communication |
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Monitoring and Control of Bioreactor for Pharmaceutical ProductionMonitor and control an industrial scale bioreactor process for pharmaceutical production. Impact: Improve quality and consistency of pharmaceutical products and contribute to transitioning the pharmaceutical sector to Industry 4.0. Expertise gained: Big Data, Industry 4.0, Control, IoT, Modeling and Simulation, Optimization, Machine Learning |
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Deep Learning for UAV Infrastructure InspectionAutomate the process of infrastructure inspection using unmanned aerial vehicles and deep learning. Impact: Enhance safety and speed of infrastructure inspection across a wide range of industries. Expertise gained: Computer Vision, Drones, Artificial Intelligence, Robotics, UAV, SLAM, Deep Learning |
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3D Virtual Test Track for Autonomous DrivingDesign a 3D virtual environment to test the diverse conditions needed to develop an autonomous vehicle. Impact: Contribute to autonomous vehicle development by creating virtual test scenes that can be used with many simulators across multiple vehicle development programs. Expertise gained: Autonomous Vehicles, Automotive, Modeling and Simulation |
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Simulation-Based Design of Humanoid RobotsDevelop and use models of humanoid robots to increase understanding of how best to control them and direct them to do useful tasks. Impact: Accelerate the deployment of humanoid robots to real-world tasks including in healthcare, construction, and manufacturing. Expertise gained: Artificial Intelligence, Robotics, Control, Cyber-Physical Systems, Deep Learning, Humanoid, Human-Robot Interaction, Machine Learning, Mobile Robots, Modeling and Simulation, Optimization, Reinforcement Learning |
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Build a Wireless Communications Link with Software-Defined RadioGain practical experience in wireless communication by designing inexpensive software-designed radios. Impact: Develop your own expertise in wireless technology and drive this megatrend forward, in industry and society. Expertise gained: 5G, Low-Cost Hardware, Modeling and Simulation, Signal Processing, Software-Defined Radio, Wireless Communication Be the first to sign up for this project |
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Intelligent Fan Air Cooling SystemDesign an intelligent fan cooling system to moderate temperatures in a building to eliminate or reduce the need for air conditioning systems. Impact: Contribute to energy and carbon footprint reduction. Expertise gained: Sustainability and Renewable Energy, Control, Modeling and Simulation, Optimization |
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Signal Coverage Maps Using Measurements and Machine LearningReduce the cost of 5G and IoT network deployment by generating coverage maps from limited measurements. Impact: Contribute to the evolution and deployment of new wireless communications systems. Expertise gained: Artificial Intelligence, 5G, Machine Learning, Wireless Communication |
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Applying Machine Learning for the Development of Physical Sensor Models in Game Engine EnvironmentRealistic synthetic sensor data will soon eliminate the need of collecting tons of real data for machine learning based perception algorithms. Accelerate this transition by creating a real-time camera distortion model. Impact: Reduce development efforts of autonomous vehicles and robots. Expertise gained: Artificial Intelligence, Autonomous Vehicles, Computer Vision, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks |
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Selection of Mechanical Actuators Using Simulation-Based AnalysisHelp accelerate the design and development of autonomous systems by providing a framework for mechanical actuators analysis and selection. Impact: Help evaluate and select actuation systems across multiple industries (robotic, automotive, manufacturing, aerospace) and help designers come up with novel actuation solutions. Expertise gained: Drones, Robotics, Control, Cyber-physical Systems, Electrification, Humanoid, Manipulators, Modeling and Simulation Be the first to sign up for this project |
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Battery Pack Design AutomationReduce the effort required to properly develop a battery pack optimized for an automotive drive cycle. Impact: Contribute to the global transition to zero-emission energy source. Expertise gained: Sustainability and Renewable Energy, Control, Electrification, Optimization, Parallel Computing |
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Rotor-Flying Manipulator SimulationRotor-flying manipulation will change the future of aerial transportation and manipulation in construction and hazardous environments. Take robotics manipulation to the next level with an autonomous UAV. Impact: Transform the field of robot manipulation. Expertise gained: Drones, Robotics, Manipulators, Modeling and Simulation, UAV |
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MIMO Engine Airpath ControlInternal combustion engines will continue to be used in the automotive marketplace well into the future. Build a MIMO airflow control to improve engine performances, fuel economy, and emissions, and start your career in the automotive industry! Impact: Improve environmental friendliness of engine control by tier 1 automotive supplier. Expertise gained: Autonomous Vehicles, Automotive, Control, Modeling and Simulation |
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Voice Controlled RobotSmart devices and robots have become part of our everyday life and human-robot interaction plays a crucial role in this rapidly expanding market. Talking to a machine is going to complete change the way we work with robots. Impact: Open up the opportunities to create robots that can be an intuitive part of our world. Expertise gained: Artificial Intelligence, Computer Vision, Robotics, Signal Processing, Natural Language Processing, Mobile Robots, Human-Robot Interaction, Low-Cost Hardware |
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Quadruped Robot with a ManipulatorLegged robots with manipulators will be the ideal platforms to traverse rough terrains and interact with the environment. Are you ready to tackle the challenge of operating robots outdoor? Impact: Contribute to state-of-the-art technologies for exploration and search and rescue transformation. Expertise gained: Robotics, Control, Image Processing, Manipulators, Mobile Robots, Modeling and Simulation |
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Underwater Drone Hide and SeekAfter robots conquered ground, sky and space, they are going deep sea next. Explore the frontier of autonomous underwater vehicles by doing a project on robot collaboration and competition underwater. Impact: Advance underwater exploration and AUVs collaboration for the future of ocean engineering. Expertise gained: Artificial Intelligence, Robotics, AUV, Embedded AI, Machine Learning, Reinforcement Learning, Sensor Fusion and Tracking, SLAM |
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Autonomous Vehicle Localization Using Onboard Sensors and HD Geolocated MapsRevolutionize the current transportation system by improving autonomous vehicles localization for level 5 automation. Impact: Contribute to the change of automobile industry, and transportation system. Expertise gained: Computer Vision, Robotics, Autonomous Vehicles, SLAM, State Estimation, Sensor Fusion and Tracking |
MySQL 中的 IN 运算符用来判断表达式的值是否位于给出的列表中;如果是,返回值为 1,否则返回值为 0。 NOT IN 的作用和 IN 恰好相反,NOT IN 用来判断表达式的值是否不存在于给出的列表中;如果不是,返回值为 1,否则返回值为 0。 IN 和 NOT IN 的语法格式如下: expr IN ( value1, value2, value3 ... valueN ) expr N
问题内容: 假设我有一个表,该表的列的取值范围是1到10。我需要选择除9和10以外的所有值的列。使用此查询时是否会有区别(在性能方面): 和这个? 问题答案: 当涉及到性能,你应该总是分析代码(即运行查询数千次,并使用某种测量每个回路的性能。样品)。 但是在这里,我强烈建议您使用第一个查询来更好地维护将来。逻辑是您需要除9和10之外的所有记录。如果将值11添加到表中并使用第二个查询,则应用程序的逻
问题内容: 我试图运行选择动态列表。就像是 在代码中,我徒劳的尝试是: 我对此的看法是,替换将我的逗号列表视为单个参数。我确实找到了解决方案,但它很难看,因此除非有人提出更优雅的方法,否则我不会在此处发布该解决方案 问题答案: 您不能只放置一个’?’ 而不是值列表。这样,尝试对列表进行参数化几乎没有任何好处。当然,可以创建2、4、16值的准备好的语句,但是即使在具有远程RDBMS的服务器上,它也有
我有一个很大的调查响应数据集,我有困难清理。 原来,数据看起来是这样的。每一个颜色和答案选择的组合都有一栏,其值是他们给出的答案选择的排名,如果他们把“其他”作为他们的选择之一,则有一个“其他”栏,其中有一个他们写的文本回应: 对于第一个问题,我设法清理了数据,使其看起来如下所示: 我有两个额外的步骤我想采取,但我不确定如何进行有效的他们。首先,我想用写入文本值替换任何“其他”选项的排序选项,因此
for...in循环用于循环对象的属性。 由于我们尚未讨论对象,您可能对此循环感到不舒服。 但是一旦你理解了对象在JavaScript中的行为方式,你会发现这个循环非常有用。 语法 (Syntax) for (variablename in object){ statement or block to execute } 在每次迭代中, object一个属性被赋值给variablename
for-in循环遍历项目集合,例如数字范围,数组中的项目或字符串中的字符 - 语法 (Syntax) Swift 4编程语言中for-in循环的语法是 - for index in var { statement(s) } Example var someInts:[Int] = [10, 20, 30] for index in someInts { print( "Value o