SYSTEM AND METHOD FOR DYNAMIC-MODULAR-NEURAL-NETWORK-BASED MUNICIPAL SOLID WASTE INCINERATION NITROGEN OXIDES EMISSION PREDICTION

    公开(公告)号:US20240078410A1

    公开(公告)日:2024-03-07

    申请号:US18450945

    申请日:2023-08-16

    CPC classification number: G06N3/045 F23G5/50 F23G2207/30 F23G2207/60

    Abstract: A dynamic modular neural network (DMNN) for NOx emission prediction in MSWI process is provided. First, the input variables are smoothed and normalized. Then, a feature extraction method based on principal component analysis (PCA) was designed to realize the dynamic division of complex conditions, and the prediction task to be processed was decomposed into sub-tasks under different conditions. In addition, aiming each sub-tasks, a long short-term memory (LSTM)-based sub-network is constructed to achieve accurate prediction of NOx emissions under various working conditions. Finally, a cooperative strategy is used to integrate the output of the sub-networks, further improving the accuracy of prediction model. Finally, merits of the proposed DMNN are confirmed on a benchmark and real industrial data of a municipal solid waste incineration (MSWI) process. The problem that the NOx emission of MSWI process is difficult to be accurately predicted due to the sensor limitation is effectively solved.

    Variable Feed Enclosed Combustor System and Method For Its Use

    公开(公告)号:US20190203933A1

    公开(公告)日:2019-07-04

    申请号:US15862270

    申请日:2018-01-04

    Abstract: Disclosed herein are systems, apparatuses, and methods for using a sensed combustion zone temperature to continuously control combustion of a first (main) gas within an enclosed combustor. The combustor is in fluid communication with a first gas line carrying the first gas, a second gas line independent of the first gas line carrying a second (assist) gas having a higher heating value than the first gas, and air dampers providing draft or assist air. The first gas may be vapors from a production source or tank. A computer control system monitors the combustion zone temperature of the enclosed combustor as sensed by a sensor in electronic communication with the computer control system and controls the combustion zone temperature by changing a condition of a first gas line valve of the first gas line, a second gas line valve of the second gas line, and the air dampers.

    BOILER APPARATUS FOR WASTE INCINERATION
    4.
    发明申请

    公开(公告)号:US20190195490A1

    公开(公告)日:2019-06-27

    申请号:US16328248

    申请日:2017-08-24

    Applicant: Byung Tae KIM

    Inventor: Byung Tae KIM

    Abstract: A boiler apparatus for waste incineration includes a combustion chamber having a waste inlet formed on one side and combustion spaces for incinerating the introduced waste. Air injection pipes are vertically spaced apart from one another from a lower part of the combustion chamber, extend along the circumference thereof, and have injection holes to inject air toward the center of the combustion spaces. An air supply unit supplies air to each of the air injecting pipes separately, in response to a control signal. Temperature sensors are mounted in the combustion spaces in respective stages vertically divided on the basis of the air injecting pipes, to measure a combustion temperature of the combustion space within the combustion chamber. A control module controls operation of the air supply unit, to control an injection amount of air fed to the combustion space according to a combustion temperature measured by each temperature sensor.

    Systems and methods for heating water using biofuel
    7.
    发明授权
    Systems and methods for heating water using biofuel 有权
    使用生物燃料加热水的系统和方法

    公开(公告)号:US09568214B2

    公开(公告)日:2017-02-14

    申请号:US14835563

    申请日:2015-08-25

    Abstract: The present invention may be embodied as a biofuel heating system comprising a controller for operating a fan based on a load operating parameter such that air flows along a flow path extending through a combustion chamber, through a burn-out port, through a burn-out chamber, through a heat exchange port, through a heat exchange chamber, and out of an exhaust port. A heat exchange system transfers heat energy from air flowing through the heat exchange chamber to a working fluid. The controller operates in a char mode based at least in part on the load operating parameter, and the biofuel remains within the combustion zone during the char mode.

    Abstract translation: 本发明可以实施为一种生物燃料加热系统,其包括用于基于负载操作参数来操作风扇的控制器,使得空气沿着通过燃烧室延伸的流动路径通过燃尽口沿着燃烧口 室,通过热交换口,通过热交换室,并排出排气口。 热交换系统将热能从流过热交换室的空气传递到工作流体。 控制器至少部分地基于负载操作参数以char模式运行,并且在char模式期间生物燃料保持在燃烧区域内。

    SYSTEM AND METHOD FOR DIAGNOSING AND CONTROLLING INCINERATION FACILITY AND SOLID FUEL BOILER AND MANAGING LIFE CYCLE OF FACILITY THROUGH HEAT EXCHANGE AND DESIGN PROGRAM AND OPERATION MODE ANALYSIS OF OPERATOR

    公开(公告)号:US20160370001A1

    公开(公告)日:2016-12-22

    申请号:US14901709

    申请日:2014-06-27

    Inventor: Jae-Yong SIM

    Abstract: The present invention relates to a system and a method for diagnosing and controlling an incineration facility and managing the life cycle thereof through a heat exchange and design program and an operation mode analysis of an operator of the incineration facility, and the purpose of the present invention is to improve operation efficiency by comparing and analyzing initial design values (a) of the incineration facility, measured actual values (b) obtained by measuring waste composition and heating values changed after constructing the incineration facility, and operation values (c) indicating output values which are actual operating adjustment values and operating result values operated by the operator and by analyzing operation modes of the operator. The system for diagnosing and controlling an incineration facility and managing the life cycle thereof through a heat exchange and design program and an operation mode analysis for an operator of the incineration facility, according to the present invention, comprises: a database for storing, in a predetermined period of time, the operation values (c) according to an operation of the operator, which are detected by incineration facility operating sensors (10) and provided through an MMI, the incineration facility operating sensors (10) detecting operation values of the incineration facility, which include a primary amount of combustion air, a secondary amount of combustion air, a fire grate moving speed, a temperature, an amount of discharged gas and an amount of steam, outputted by an operation of the operator, the design values (a) according to the design of the incineration facility, which are calculated through the heat exchange program, and the measured actual values (b) according to an operation of the incineration facility constructed under the design; and a server for extracting design values, measured actual values and operation values on the basis of data stored in the database and extracting and providing the design values, the measured actual values and the operation values as data including comparable graphs and tables.

    Thermal treatment of a contaminated volume of material
    10.
    发明授权
    Thermal treatment of a contaminated volume of material 有权
    热处理污染体积的材料

    公开(公告)号:US09259770B2

    公开(公告)日:2016-02-16

    申请号:US13454426

    申请日:2012-04-24

    Abstract: A method and apparatus for remediating porous contaminated material. In the method, fuel material is combined with the contaminated material and a smoldering combustion process is initiated in the contaminated material to remediate the contaminated material. Control systems are provided to control the smoldering combustion process. The contaminated material may include oily waste, asbestos fibers, and/or at least one of a chlorinated solvent, a polychlorinated biphenyl (PCB), a dioxin, a furan and a polynuclear aromatic hydrocarbon (PAH).

    Abstract translation: 一种补救多孔污染物质的方法和装置。 在该方法中,将燃料与污染的材料结合,并且在受污染的材料中引发阴燃的燃烧过程以修复受污染的材料。 提供控制系统来控制闷燃燃烧过程。 受污染的材料可包括油性废物,石棉纤维和/或氯化溶剂,多氯联苯(PCB),二恶英,呋喃和多环芳烃(PAH)中的至少一种。

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