PMP,CAP® Xin Liang Mobile phone:+1510 693 6000 +8618802000585 E-Mail:liangxinpku@gmail.com ■Education 08/2013-present PhD of Project Management Building and Real Estate Department,Hong Kong Polytechnic University 09/2007-07/2010 Master of Electronic Engineering major GPA 3.81/4.0 Communication and Information system,Peking University 09/2003-0712007 Bachelor of Science in Electronic Engineering major GPA 3.84/4.0 Electronic Engineering Department,Peking University 09/2003-07/2007 Bachelor of Economics major GPA 3.50/4.0 Center of China Economics Research(CCER).Peking University ■Work Experience 07/2010-07/2013 Guangdong Electric Power Design institute,Technology Consultant GZ,China >Involved in the Project"The 12th 5-year-plan of China Southern Grid secondary system"as a coordinator and main consultant From technology perspective,it is the first plan related to smart grid and Ultra High Voltage DC transmission in the worldwide,which bring great challenges.From organization perspective,it is the first five-year-plan collaborated by several design institutes in different provinces,so the benefit is difficult to balance. Several original methods were used in this plan(e.g.,2M optical interface)to support intelligence and safety of grid;The plan refer to above 5.66 billion RMB investment,which saved more than 30%investment:The collaboration with other institutes was successful. This plan won the highest prize of consultant in electricity industry in 2012 >Involved in the Project"Research of communication solutions in smart grid"as a main consultant The first communication research in smart grid,and won innovation award in China South Grid Including smart home,e-car,charging point,renewable energy,micro-grid,etc. >Involved in the Project"China Southern Grid video conference system"as a main designer The most important project with highest investment in communication department in 2011-2013. The project covered five provinces and more than 1000 sites. ● Originally used "1+1"network protection to guarantee the communication during emergency. Maximum keep previous equipment,and finish the compliant connection among different provinces,cities and counties.The project refer to above 120 million RMB investment,which saved more than 30%investment. This project won the technology progress award in China South Grid. 03/2008-02/2009 Motorola A/S,Software Engineer Aalborg,Denmark >Was selected among 200+applicants from all over the world; >Designed and realized battery management system,which was a totally new function in cell phone based on IEEE 2008 standard.The project were all original; >The first team to finish this new function,exceeded rival firms,Nokia,Samsung,etc; ■Research Experience 08/2015-present Berkeley Lawrence National Laboratory,Data Analysis Berkley,USA nvolved in the Project"Anex 66:Energy related occupant behavior in buildings" Occupants in buildings significantly influence energy consumption,however,it is very difficult to analyze occupant behaviors because of their stochastic characteristics, First integrate occupant behaviors and energy consumption of buildings in a simulation tool;Used
08/2013-present 09/2007-07/2010 09/2003-07/2007 09/2003-07/2007 PhD of Project Management Building and Real Estate Department, Hong Kong Polytechnic University Master of Electronic Engineering major GPA 3.81/4.0 Communication and Information system, Peking University Bachelor of Science in Electronic Engineering major GPA 3.84/4.0 Electronic Engineering Department, Peking University Bachelor of Economics major GPA 3.50/4.0 Center of China Economics Research (CCER), Peking University 07/2010-07/2013 Guangdong Electric Power Design institute, Technology Consultant GZ, China Involved in the Project "The 12th 5-year-plan of China Southern Grid secondary system" as a coordinator and main consultant From technology perspective, it is the first plan related to smart grid and Ultra High Voltage DC transmission in the worldwide, which bring great challenges. From organization perspective, it is the first five-year-plan collaborated by several design institutes in different provinces, so the benefit is difficult to balance. Several original methods were used in this plan (e.g., 2M optical interface) to support intelligence and safety of grid; The plan refer to above 5.66 billion RMB investment, which saved more than 30% investment; The collaboration with other institutes was successful. This plan won the highest prize of consultant in electricity industry in 2012. Involved in the Project " Research of communication solutions in smart grid" as a main consultant The first communication research in smart grid, and won innovation award in China South Grid Including smart home, e-car, charging point, renewable energy, micro-grid, etc. Involved in the Project " China Southern Grid video conference system " as a main designer The most important project with highest investment in communication department in 2011-2013. The project covered five provinces and more than 1000 sites. Originally used “1+1” network protection to guarantee the communication during emergency. Maximum keep previous equipment, and finish the compliant connection among different provinces, cities and counties. The project refer to above 120 million RMB investment, which saved more than 30% investment. This project won the technology progress award in China South Grid. 03/2008-02/2009 Motorola A/S, Software Engineer Aalborg, Denmark Was selected among 200+ applicants from all over the world; Designed and realized battery management system, which was a totally new function in cell phone based on IEEE 2008 standard. The project were all original; The first team to finish this new function, exceeded rival firms, Nokia, Samsung, etc; 08/2015-present Berkeley Lawrence National Laboratory, Data Analysis Berkley, USA Involved in the Project “Anex 66: Energy related occupant behavior in buildings” Occupants in buildings significantly influence energy consumption, however, it is very difficult to analyze occupant behaviors because of their stochastic characteristics, First integrate occupant behaviors and energy consumption of buildings in a simulation tool; Used PMP ®, CAP ® Mobile phone: +1 510 693 6000 +86 1880 200 0585 E-Mail: liangxinpku@gmail.com Education Xin Liang Work Experience Research Experience
artificial intelligence (Al)model to simulate occupant behaviors;Quantitatively analyze influence of occupant behavior First used 3D tool to visualize influence of occupant behavior in buildings nvolved in the Project"Research on building energy consumption based on data mining method" The research is aim to find pattern of energy consumption based on a database of an office building ● First used data mining and machine learning technology to identify occupant behavior pattern and link it to the energy consumption of building. ● Results are generated to illustrate the pattern of occupant behavior and energy consumption 07/2013-present Hong Kong Polytechnic University,Al System Development HK,China >Involved in the Project"Multi-agent based decision support system for green retrofit" The first project funded by CNSF in Department of Building and Real Estate;Building sector account for 50%energy consumption and 80%of which is from operation phase.Therefore,green retrofit is an essential method to save energy. ● First used two-mode social network analysis to reveal relationship among stakeholders ● Designed the first artificial intelligent platform for decision support system of green retrofit. 03/2009-06/2010 New Remote Communication System on Super Low Frequency BJ,China >1 of the 2 most important national projects in 2009; >Optimized algorithm of MSK demodulation,adapting to the signal in deep ocean; 09/2006-02/2008 Integration service of Satellite communication network BJ,China >Researched into this National Project independently as an undergraduate: >Optimized algorithm of Equalization for Satellite,and simulated on Matlab platform: >Improved.the system efficiency up to 146% ■Activities 04/2015-present Student Chapter of International Council for Building President >Organized several academic seminars and exchange with Zhejiang University,etc. 09/2015-present Berkeley Chinese Students and Scholars Association Secretory >Organized mid-autumn festival(more than 200 participants).etc. 07/2014 Innovation Competition in Construction and Management Team Leader >Got Second Prize ■Awards 12/2012 >First Prize of consultant in Electricity Power Industry 02/2012 >Excellent Employee in Guangdong Electric Power Design Institute(2 out of 30) 02/2011 >Excellent League member in Guangdong Electric Power Design Institute 11/2005 >Xiang Jiu Scholarship for good academic performance,1 out of 70 students 11/2005.2006 >Excellent All-round Student of Peking University,2 out of 70 students 05/2005 >Excellent Volunteer in Peking University,20 students in total ■SkilIs Language:Fluent in English (1 year work experience in Europe) >Computer:Proficient in MS Excel,PowerPoint,Visio, >Professional skills:Matlab,Data Mining,Machine Learning,Agent-based simulation >Certifications:PMP(Project Management Professional),CAP(Certified Analytics Professional)
artificial intelligence (AI) model to simulate occupant behaviors; Quantitatively analyze influence of occupant behavior. First used 3D tool to visualize influence of occupant behavior in buildings Involved in the Project “Research on building energy consumption based on data mining method” The research is aim to find pattern of energy consumption based on a database of an office building First used data mining and machine learning technology to identify occupant behavior pattern and link it to the energy consumption of building. Results are generated to illustrate the pattern of occupant behavior and energy consumption 07/2013-present Hong Kong Polytechnic University, AI System Development HK, China Involved in the Project “Multi-agent based decision support system for green retrofit” The first project funded by CNSF in Department of Building and Real Estate; Building sector account for 50% energy consumption and 80% of which is from operation phase. Therefore, green retrofit is an essential method to save energy. First used two-mode social network analysis to reveal relationship among stakeholders Designed the first artificial intelligent platform for decision support system of green retrofit. 03/2009-06/2010 New Remote Communication System on Super Low Frequency BJ, China 1 of the 2 most important national projects in 2009; Optimized algorithm of MSK demodulation, adapting to the signal in deep ocean; 09/2006-02/2008 Integration service of Satellite communication network BJ, China Researched into this National Project independently as an undergraduate; Optimized algorithm of Equalization for Satellite, and simulated on Matlab platform; Improved .the system efficiency up to 146% 04/2015-present Student Chapter of International Council for Building President Organized several academic seminars and exchange with Zhejiang University, etc. 09/2015-present Berkeley Chinese Students and Scholars Association Secretory Organized mid-autumn festival (more than 200 participants), etc. 07/2014 Innovation Competition in Construction and Management Team Leader Got Second Prize 12/2012 02/2012 02/2011 First Prize of consultant in Electricity Power Industry Excellent Employee in Guangdong Electric Power Design Institute (2 out of 30) Excellent League member in Guangdong Electric Power Design Institute 11/2005 11/2005,2006 05/2005 Xiang Jiu Scholarship for good academic performance, 1 out of 70 students Excellent All-round Student of Peking University, 2 out of 70 students Excellent Volunteer in Peking University, 20 students in total Language: Fluent in English ( 1 year work experience in Europe) Computer: Proficient in MS Excel, PowerPoint, Visio, Professional skills: Matlab, Data Mining, Machine Learning, Agent-based simulation Certifications: PMP® (Project Management Professional), CAP® (Certified Analytics Professional) Skills Activities Awards
PMP@,CAP® 梁昕 移动电话：+15106936000 +8618802000585 E-Mail:liangxinpku@gmail.com ■教育背景 08/2013-08/2016 香港理工大学（建设与房地产学系） 专业：管理科学 博士学位 09/2007-07/2010 北京大学（信息科学与技术学院） 专业：通信与信息系统 硕士学位 09/2003-07/2007 北京大学（信息科学与技术学院） 专业：电子科学与技术 学士学位 09/2003-072007北京大学（中国经济研究中心） 专业：经济学 双学位 ■工作经历 072010-072013广东省电力设计研究院，技术咨询 中国，广州 >“南方电网十二五规划”，项目协调人与项目组主要负责人 ●“南方电网十二五规划”项目极有挑战。从技术角度看，它是全球范围内首个大规模推广特高压直 流技术及相关智能电网技术的规划。从项目组织角度看，它是首个由多个咨询企业共同完成的大型 规划，广东省电力设计研究院作为牵头单位需要协调合作并平衡多方利益。 规划中大胆论证并首次使用了多项新技术（包括2M电接口改为光接口等），使电网的安全性能得到 了显著提升。同时规划以保护投资为原则，将多项原有系统重复利用，降低系统的成本约30%。规 划最终涉及投资56.6亿人民币，受到委托方南方电网公司的高度好评。由于本次规划的成功，后续 获得了广东电网公司，贵州电网公司，海南电网公司及几十家地市电网公司的十二五规划咨询合同。 ● 作为项目协调人负责与其他四家合作咨询企业沟通，并作为代理方统一接口与委托方南方电网公司 进行沟通。在项目过程中进行需求与问题分析，进度控制，平衡各方工作分配，调解矛盾冲突等。 项目的组织工作非常成功，与四家咨询企业均有后续合作。 ● 本规划获得2012年度电力行业优秀工程咨询成果一等奖（电力行业最高奖项）。 >“智能电网中的通信解决方案研究”，主要研究负责人 ●首个智能电网中通信网络的专项研究。主要多种技术进行分析，对各种技术的先进性，安全性，适 用性及经济价值进行全面评估。根据评估结果对后续的智能电网建设给出指导性意见。 主要研究技术包括智能家居，充电汽车，充电桩，可再生能源，微网，直流保护，北斗通信，LTE 通信等。 ●该研究获得2项发明型专并发表多篇研究论文。 >“南方电网网省地三级视颜通信系统”，项目负责人 ●项目涉及投资1.2亿人民币，覆盖五省区1000+站点，是南方电网2011-2013年投资规模最大的通 信项目。 ● 针对南方自然灾害频繁并且电力行业安全稳定性为第一优先级的需求，首创性设计系统级“1+1”保 护，使全网在灾害应急情况下仍保证通信的有效性。分别到五省进行现场勘查，进行个性化、差异 化设计，针对每个地区特点给出互联互通及保护投资的最优方案。 该项目顺利通过验收，运行良好，受到委托方南方电网公司董事长的特别表扬，委托方负责人获得 职位晋升。由于本项目的成功，后续获得了本项目二期、三期的咨询合同，中国能源建设集团视频 通信系统咨询合同等。 ● 该研究获得南方电网技术进步奖（南方电网最高奖项）。 03/2008-02/2009摩托罗拉有限公司欧洲研发中心 丹麦，奥尔堡 ·从来自全球超过200名申请者中赢得实习机会： 在没有相关项目经验的情况下，3周时间内掌握C++面向对象方法，Symbian移动操作系统，UIQ 手机开发平台，并开始在团队中担任独立的开发工作 设计并实现手机电池安全保护系统，在手机行业中首先完成此项新功能的研发，超过诺基亚，索爱， 三星等竞争对手。 ■研究经历 08/2015-至今 伯克利劳伦兹国家实验室，基于数据挖据的人类行为与能耗研究 美国，伯克利
08/2013-08/2016 09/2007-07/2010 09/2003-07/2007 09/2003-07/2007 香港理工大学（建设与房地产学系） 专业：管理科学 博士学位 北京大学（信息科学与技术学院） 专业：通信与信息系统 硕士学位 北京大学（信息科学与技术学院） 专业：电子科学与技术 学士学位 北京大学（中国经济研究中心） 专业：经济学 双学位 07/2010-07/2013 广东省电力设计研究院，技术咨询 中国，广州 “南方电网十二五规划”， 项目协调人与项目组主要负责人 “南方电网十二五规划”项目极有挑战。从技术角度看，它是全球范围内首个大规模推广特高压直 流技术及相关智能电网技术的规划。 从项目组织角度看, 它是首个由多个咨询企业共同完成的大型 规划，广东省电力设计研究院作为牵头单位需要协调合作并平衡多方利益。 规划中大胆论证并首次使用了多项新技术（包括 2M 电接口改为光接口等），使电网的安全性能得到 了显著提升。同时规划以保护投资为原则，将多项原有系统重复利用，降低系统的成本约 30%。规 划最终涉及投资 56.6 亿人民币，受到委托方南方电网公司的高度好评。由于本次规划的成功，后续 获得了广东电网公司，贵州电网公司，海南电网公司及几十家地市电网公司的十二五规划咨询合同。 作为项目协调人负责与其他四家合作咨询企业沟通，并作为代理方统一接口与委托方南方电网公司 进行沟通。在项目过程中进行需求与问题分析，进度控制，平衡各方工作分配，调解矛盾冲突等。 项目的组织工作非常成功，与四家咨询企业均有后续合作。 本规划获得 2012 年度电力行业优秀工程咨询成果一等奖（电力行业最高奖项）。 “智能电网中的通信解决方案研究”， 主要研究负责人 首个智能电网中通信网络的专项研究。主要多种技术进行分析，对各种技术的先进性，安全性，适 用性及经济价值进行全面评估。根据评估结果对后续的智能电网建设给出指导性意见。 主要研究技术包括智能家居，充电汽车，充电桩，可再生能源，微网，直流保护，北斗通信，LTE 通信等。 该研究获得 2 项发明型专并发表多篇研究论文。 “南方电网网省地三级视频通信系统”， 项目负责人 项目涉及投资 1.2 亿人民币，覆盖五省区 1000+站点，是南方电网 2011-2013 年投资规模最大的通 信项目。 针对南方自然灾害频繁并且电力行业安全稳定性为第一优先级的需求，首创性设计系统级“1+1”保 护，使全网在灾害应急情况下仍保证通信的有效性。分别到五省进行现场勘查，进行个性化、差异 化设计，针对每个地区特点给出互联互通及保护投资的最优方案。 该项目顺利通过验收，运行良好，受到委托方南方电网公司董事长的特别表扬，委托方负责人获得 职位晋升。由于本项目的成功，后续获得了本项目二期、三期的咨询合同，中国能源建设集团视频 通信系统咨询合同等。 该研究获得南方电网技术进步奖（南方电网最高奖项）。 03/2008-02/2009 摩托罗拉有限公司欧洲研发中心 丹麦，奥尔堡 从来自全球超过 200 名申请者中赢得实习机会； 在没有相关项目经验的情况下，3 周时间内掌握 C++面向对象方法，Symbian 移动操作系统，UIQ 手机开发平台，并开始在团队中担任独立的开发工作 设计并实现手机电池安全保护系统，在手机行业中首先完成此项新功能的研发，超过诺基亚，索爱， 三星等竞争对手。 08/2015-至今 伯克利劳伦兹国家实验室, 基于数据挖掘的人类行为与能耗研究 美国，伯克利 PMP ®, CAP ® 移动电话: +1 510 693 6000 +86 1880 200 0585 E-Mail: liangxinpku@gmail.com 教育背景 梁昕 工作经历 研究经历
>国际能源署项日“Anex66:居住者行为与建筑能耗” ●居住者行为会显著影响建筑能耗，但与此相关的研究几乎是空白。由于人类行为的随机性和高度不 确定性，人类行为研究一直是一个非常有挑战的课题， ● 首次开发同一平台对人的行为与建筑能耗进行联合仿真。使用人工智能(A)模型仿真居住着在楼宇 内的移动、灯控、开窗、调节空调等行为，并在此基础上首次对人的行为及其对能耗的影响进行了 量化分析。 ● 首次使用3D可视化工具对居住者行为进行仿真。 >“基于数据挖掘方法的楼宇能耗模式研究” ●该研究基于商业建筑多年的能耗数据，通过数据挖掘算法分析楼宇能耗模式 ● 首次使用数据挖掘和机器学习的方法识别楼宇动态人数的不同模式，通过算法优化，对楼宇人数的 预测准确度高达86%。 ● 在居住着行为基础上对建筑能耗进行预测。此算法和原伯克利劳伦兹国家实验室模型相比，使能耗 预测的准确度提升了10%-25%。在未来能源合同管理中有巨大的商业潜力。 072013-至今香港理工大学，基于人工智能系统的决策棋型研究 中国，香港 >国家自然科学基金项目“基于多代理系统的绿色建筑改造决策平台” ●香港理工大学建设及房地产学系的首个国家自然科学基金。由于建筑行业占世界整体能耗的50%， 并且既有建筑占建筑行业的能耗的80%以上，绿色建筑改造是非常重要的节能手段。由于目前的决 策系统滞后，激励未得到优化，市场处于无效状态。 本研究首次采用基于人工智能的多代理系统进行决策分析，每一个楼宇视为一个自主决策的人工智 能体，通过多方的博弈达到系统平衡。并可根据不同的决策目标对系统进行优化，使系统的效率提 升50%以上。 ●在MATLAB算法验证的基础上开发决策平台的软件版本。 03/2009-06/2010北京大学，新型超低频远程通信技术 中国，北京 ●2009年军方最重点两个项日之一，承担滤波，陷波，调制，解调等多个模块的研究。 ●对MSK调制解调算法进行改进，适应深海通信中对信号高突发性的特点。 09/2006-02/2008北京大学，卫星通信综合业务网研究 中国，北京 ●针对宽带卫星通信的特点，研究出最优的算法和参数，并在MATLAB平台上仿真验证。 ●在STRATIX开发板上实现宽带卫星通信中均衡器设计，实测效率提高达到43%。 ■活动 04/2015-至今 CB(国际建筑协会)香港理工大学分会 主席 09/2015-至今 伯克利华人学生学者联合会 秘书长 07/2014 国际建设管理创新竞赛，第二名 组长 07/2006 国际ICM(Interdisciplinary Contest in Modeling)建模竞赛，二等奖 组长 ■奖励 12/2012 >电力行业优秀工程咨询成果一等奖（电力行业最高奖项）。 02/2012 >广东省电力设计研究院优秀员工，2/30 11/2005 >翔露奖学金，1/70 11/2005,2006 >北京大学“三好学生”，2/70 05/2005 >北京大学优秀志愿者，共20人 ■技能 ~语言：英语流利(1年欧洲工作经验，3年全英文学习经验) >熟练操作MS Excel,Word,PowerPoint,Visio >专业技能：Matlab,Data Mining,Machine Learning,Agent--based simulation >PMP(Project Management Professional),CAP(Certified Analytics Professional)
国际能源署项目“Anex 66: 居住者行为与建筑能耗” 居住者行为会显著影响建筑能耗，但与此相关的研究几乎是空白。由于人类行为的随机性和高度不 确定性，人类行为研究一直是一个非常有挑战的课题, 首次开发同一平台对人的行为与建筑能耗进行联合仿真。使用人工智能(AI) 模型仿真居住着在楼宇 内的移动、灯控、开窗、调节空调等行为，并在此基础上首次对人的行为及其对能耗的影响进行了 量化分析。 首次使用 3D 可视化工具对居住者行为进行仿真。 “基于数据挖掘方法的楼宇能耗模式研究” 该研究基于商业建筑多年的能耗数据，通过数据挖掘算法分析楼宇能耗模式 首次使用数据挖掘和机器学习的方法识别楼宇动态人数的不同模式，通过算法优化，对楼宇人数的 预测准确度高达 86%。 在居住着行为基础上对建筑能耗进行预测。此算法和原伯克利劳伦兹国家实验室模型相比，使能耗 预测的准确度提升了 10%-25%。在未来能源合同管理中有巨大的商业潜力。 07/2013-至今 香港理工大学，基于人工智能系统的决策模型研究 中国，香港 国家自然科学基金项目“基于多代理系统的绿色建筑改造决策平台” 香港理工大学建设及房地产学系的首个国家自然科学基金。由于建筑行业占世界整体能耗的 50%， 并且既有建筑占建筑行业的能耗的 80%以上，绿色建筑改造是非常重要的节能手段。由于目前的决 策系统滞后，激励未得到优化，市场处于无效状态。 本研究首次采用基于人工智能的多代理系统进行决策分析，每一个楼宇视为一个自主决策的人工智 能体，通过多方的博弈达到系统平衡。并可根据不同的决策目标对系统进行优化，使系统的效率提 升 50%以上。 在 MATLAB 算法验证的基础上开发决策平台的软件版本。 03/2009-06/2010 北京大学，新型超低频远程通信技术 中国，北京 2009 年军方最重点两个项目之一，承担滤波，陷波，调制，解调等多个模块的研究。 对 MSK 调制解调算法进行改进，适应深海通信中对信号高突发性的特点。 09/2006-02/2008 北京大学，卫星通信综合业务网研究 中国，北京 针对宽带卫星通信的特点，研究出最优的算法和参数，并在 MATLAB 平台上仿真验证。 在 STRATIX 开发板上实现宽带卫星通信中均衡器设计，实测效率提高达到 43%。 04/2015-至今 CIB（国际建筑协会）香港理工大学分会 主席 09/2015-至今 伯克利华人学生学者联合会 秘书长 07/2014 国际建设管理创新竞赛，第二名 组长 07/2006 国际 ICM (Interdisciplinary Contest in Modeling)建模竞赛，二等奖 组长 12/2012 02/2012 电力行业优秀工程咨询成果一等奖（电力行业最高奖项）。 广东省电力设计研究院优秀员工，2/30 11/2005 11/2005,2006 05/2005 翔鹫奖学金，1/70 北京大学“三好学生”，2/70 北京大学优秀志愿者，共 20 人 语言：英语流利 (1 年欧洲工作经验，3 年全英文学习经验) 熟练操作 MS Excel, Word, PowerPoint, Visio 专业技能: Matlab, Data Mining, Machine Learning, Agent-based simulation 认证: PMP (Project Management Professional), CAP (Certified Analytics Professional) 技能 活动 奖励