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100644 joss.06953/10.21105.joss.06953.crossref.xml diff --git a/joss.06953/10.21105.joss.06953.crossref.xml b/joss.06953/10.21105.joss.06953.crossref.xml new file mode 100644 index 0000000000..4afbb9677a --- /dev/null +++ b/joss.06953/10.21105.joss.06953.crossref.xml @@ -0,0 +1,274 @@ + + + + 20240910192043-85eadf0de5732a7c71425a1cc004619aa89fece6 + 20240910192043 + + JOSS Admin + admin@theoj.org + + The Open Journal + + + + + Journal of Open Source Software + JOSS + 2475-9066 + + 10.21105/joss + https://joss.theoj.org + + + + + 09 + 2024 + + + 9 + + 101 + + + + FiLiP: A python software development kit (SDK) for +accelerating the development of services based on FIWARE IoT +platform + + + + Thomas + Storek + https://orcid.org/0000-0002-2652-1686 + + + Junsong + Du + https://orcid.org/0000-0003-2247-2423 + + + Sebastian + Blechmann + https://orcid.org/0000-0002-8135-1843 + + + Rita + Streblow + https://orcid.org/0000-0001-7640-0930 + + + Dirk + Müller + https://orcid.org/0000-0002-6106-6607 + + + + 09 + 10 + 2024 + + + 6953 + + + 10.21105/joss.06953 + + + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + + + + Software archive + 10.5281/zenodo.13375149 + + + GitHub review issue + https://github.com/openjournals/joss-reviews/issues/6953 + + + + 10.21105/joss.06953 + https://joss.theoj.org/papers/10.21105/joss.06953 + + + https://joss.theoj.org/papers/10.21105/joss.06953.pdf + + + + + + A cloud-based operation optimization of +building energy systems using a hierarchical multi-agent +control + Kümpel + Journal of Physics: Conference +Series + 1 + 1343 + 10.1088/1742-6596/1343/1/012053 + 1742-6596 + 2019 + Kümpel, A., Storek, T., Baranski, M., +Schumacher, M., & Müller, D. (2019). A cloud-based operation +optimization of building energy systems using a hierarchical multi-agent +control. Journal of Physics: Conference Series, 1343(1), 012053. +https://doi.org/10.1088/1742-6596/1343/1/012053 + + + Application of the open-source cloud platform +FIWARE for future building energy management systems + Storek + Journal of Physics: Conference +Series + 1 + 1343 + 10.1088/1742-6596/1343/1/012063 + 1742-6596 + 2019 + Storek, T., Lohmöller, J., Kümpel, +A., Baranski, M., & Müller, D. (2019). Application of the +open-source cloud platform FIWARE for future building energy management +systems. Journal of Physics: Conference Series, 1343(1), 012063. +https://doi.org/10.1088/1742-6596/1343/1/012063 + + + FIWARE catalogue – FIWARE + 2023 + FIWARE catalogue – FIWARE. (2023, +June 26). https://www.fiware.org/catalogue/ + + + OpenAPI specification + 2023 + OpenAPI specification. (2023, +November 6). https://www.openapis.org/ + + + Codes for units of measure used in +international trade + UNECE Code List +Recommendations + 2021 + Codes for units of measure used in +international trade. (2021). In UNECE Code List Recommendations. UN +Centre for Trade Facilitation. +https://unece.org/trade/uncefact/cl-recommendations + + + Pydantic: Data validation using python type +hint + GitHub repository + 10.5281/zenodo.10185654 + 2023 + Pydantic: Data validation using +python type hint. (2023). In GitHub repository. GitHub. +https://doi.org/10.5281/zenodo.10185654 + + + Unitest: Unit testing +framework + Python Documentation + 2023 + Unitest: Unit testing framework. +(2023). In Python Documentation. Python. +https://docs.python.org/3/library/unittest.html + + + QLClient + GitHub repository + 2024 + QLClient. (2024). In GitHub +repository. GitHub. +https://github.com/OkinawaOpenLaboratory/QuantumLeapClient + + + Fiware-api + GitHub repository + 2024 + Fiware-api. (2024). In GitHub +repository. GitHub. +https://github.com/robotics-4-all/fiware-ngsi-api + + + Fiot-client + GitHub repository + 2024 + Fiot-client. (2024). In GitHub +repository. GitHub. +https://github.com/FIoT-Client/fiot-client-ngsi-python + + + Orion-client + GitHub repository + 2024 + Orion-client. (2024). In GitHub +repository. GitHub. +https://github.com/openath/orion-python-client + + + FIWARE-NGSI v2 Specification + Cantera Fonseca + 2018 + Cantera Fonseca, J. M., Márquez, F. +G., & Jacobs, T. (2018). FIWARE-NGSI v2 +Specification. + + + FIWARE for Energy System Engineers: An +Introduction to FIWARE-based Applications in Python + Storek + 10.18154/RWTH-2022-11779 + 2023 + Storek, T., & Müller, D. (2023). +FIWARE for Energy System Engineers: An Introduction to FIWARE-based +Applications in Python. +https://doi.org/10.18154/RWTH-2022-11779 + + + Open source platform application for smart +building and smart grid controls + Blechmann + Automation in Construction + 145 + 10.1016/j.autcon.2022.104622 + 0926-5805 + 2023 + Blechmann, S., Sowa, I., Schraven, M. +H., Streblow, R., Müller, D., & Monti, A. (2023). Open source +platform application for smart building and smart grid controls. +Automation in Construction, 145, 104622. +https://doi.org/10.1016/j.autcon.2022.104622 + + + Performance evaluation of FIWARE: A +cloud-based IoT platform for smart cities + Araujo + Journal of Parallel and Distributed +Computing + 132 + 10.1016/j.jpdc.2018.12.010 + 0743-7315 + 2019 + Araujo, V., Mitra, K., Saguna, S., +& Åhlund, C. (2019). Performance evaluation of FIWARE: A cloud-based +IoT platform for smart cities. Journal of Parallel and Distributed +Computing, 132, 250–261. +https://doi.org/10.1016/j.jpdc.2018.12.010 + + + + + + From f0156d38f84653c60c9a35bb4fb8c869d6aafa25 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Tue, 10 Sep 2024 20:21:13 +0100 Subject: [PATCH 3/4] Creating 10.21105.joss.06953.jats --- .../paper.jats/10.21105.joss.06953.jats | 699 ++++++++++++++++++ 1 file changed, 699 insertions(+) create mode 100644 joss.06953/paper.jats/10.21105.joss.06953.jats diff --git a/joss.06953/paper.jats/10.21105.joss.06953.jats b/joss.06953/paper.jats/10.21105.joss.06953.jats new file mode 100644 index 0000000000..d055ac2127 --- /dev/null +++ b/joss.06953/paper.jats/10.21105.joss.06953.jats @@ -0,0 +1,699 @@ + + +
    + + + + +Journal of Open Source Software +JOSS + +2475-9066 + +Open Journals + + + +6953 +10.21105/joss.06953 + +FiLiP: A python software development kit (SDK) for +accelerating the development of services based on FIWARE IoT +platform + + + +https://orcid.org/0000-0002-2652-1686 + +Storek +Thomas + + + + + +https://orcid.org/0000-0003-2247-2423 + +Du +Junsong + + +* + + +https://orcid.org/0000-0002-8135-1843 + +Blechmann +Sebastian + + + + +https://orcid.org/0000-0001-7640-0930 + +Streblow +Rita + + + + +https://orcid.org/0000-0002-6106-6607 + +Müller +Dirk + + + + + +Institute for Energy Efficient Buildings and Indoor +Climate, RWTH Aachen University, Germany + + + + +Drees & Sommer SE, Germany + + + + +* E-mail: + + +27 +2 +2024 + +9 +101 +6953 + +Authors of papers retain copyright and release the +work under a Creative Commons Attribution 4.0 International License (CC +BY 4.0) +2022 +The article authors + +Authors of papers retain copyright and release the work under +a Creative Commons Attribution 4.0 International License (CC BY +4.0) + + + +Python +IoT +API client +Pydantic +Platform +Semantic + + + + + + Summary +

    FIWARE, an open-source initiative providing open-source software + platform components and a set of standardized APIs (Application + Programming Interfaces), has been instrumental in driving + digitalization across various domains and research fields + (Araujo + et al., 2019). The use of FIWARE enables faster, easier, and + cheaper developments of a wide range of IoT-enabled solutions + (FIWARE + Catalogue – FIWARE, 2023). Over the years, the FIWARE + Next-Generation-Service-Interface (NGSI-v2) API specification has been + well-developed. There is also a variety of reusable software + components, so-called Generic Enablers + (GEs), + complying with NGSI-v2 + (Cantera + Fonseca et al., 2018), including + Orion + Context Broker, + IoT + Agent, and + QuantumLeap. + These components play a pivotal role in core context information + management, IoT device connectivity, and time-series database + interaction + (FIWARE + Catalogue – FIWARE, 2023).

    +

    In this context, we developed FiLiP, a Python Software Development + Kit (SDK) designed to accelerate the development of services that + interact with the aforementioned FIWARE GEs. FiLiP emerges as a + powerful tool, particularly in the domain of energy management + systems, where it simplifies development, enhances efficiency, and + empowers developers to create reliable and reusable IoT applications, + aligning with the digital transformation facilitated by FIWARE.

    +
    + + Statement of need +

    The NGSI-v2 specification defines a standardized RESTful API to + represent, exchange and manage context information throughout its + entire lifecycle + (Cantera + Fonseca et al., 2018). Researchers or application developers + can refer to the specifications and build reliable and interoperable + data systems. However, NGSI-v2 is a general cross-domain specification + and does not provide any domain-specific information models. Although + it defines the general data structure of entities, the definition of + domain-specific attributes and metadata information remains in the + responsibility of the users. Hence, adopting the specification for + domain-specific engineering applications requires extensive training + in both data modeling and programming of IoT applications. + Additionally, the specification has continuously evolved over time, + necessitating significant efforts to define domain-specific data + models and to ensure that applications and models comply with the + latest specification.

    +

    Existing FIWARE APIs client libraries can already provide some + basic support but often fall short in several key areas. A comparison + as shown in Table 1 reveals the + shortage of various existing libraries, including limited support for + multiple FIWARE APIs, lack of advanced validation and data models + integration, and unsatisfactory usability and reliability.

    + + +

    Comparison of FiLiP with existing FIWARE APIs client libraries. + “-” indicates that the feature is not supported or not available. + “*” indicates that the feature is available but + incomplete.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    LibraryAPI SupportValidationDatamodelLearning SupportTest Cases
    QuantumLeapClient + (“QLClient,” + 2024)TS--Readme file18
    fiware-ngsi-api + (“Fiware-Api,” + 2024)D, EBasicProprietary--
    fiot-client-ngsi-python + (“Fiot-Client,” + 2024)D*, E, S--Readme file31
    orion-python-client + (“Orion-Client,” + 2024)E, S*--Readme file1
    FiLiPDevice (D), Entity (E), Subscription (S), TimeSeries + (TS)EnhancedCustomizableDocumentation, 12 examples, and 8 tutorials82 (84% coverage)
    +
    +

    Although FIWARE provides OpenAPI specifications + (OpenAPI + Specification, 2023) + (Cantera + Fonseca et al., 2018), which can be used to automatically + generate API clients for various programming languages, there are + still issues that make those auto-generated API clients less + reliable:

    + + +

    The quality of auto-generated code strongly depends on the + provided input data, i.e. OpenAPI specification.

    +
    + +

    Integrating additional features is generally not viable because + manipulating the generated code can result in larger maintenance + efforts.

    +
    + +

    The generated clients do not enable advanced data validation + and reasonable error handling.

    +
    +
    +

    As a result, the lack of a comprehensive and reliable tool kit + continues to hinder the adoption of FIWARE-based platforms in research + fields and industrial applications. To overcome the aforementioned + issues and shortcomings of the existing solutions, we present FiLiP + (Fiware Library for Python).

    +
    + + Implementation +

    As the name suggests, the library is written in Python and provides + a set of client classes for typical recurring GEs for IoT systems. + Currently, FiLiP supports Orion Context Broker for central data + management, IoT Agent for modular IoT-Interfaces, and QuantumLeap for + time-series management. The interactions with the API endpoints are + implemented as methods of these corresponding + “Clients”. For example, the + ContextBrokerClient implements typical CRUD + (create, read, update, and delete) operations for the NGSI-v2 Context + Broker. By encapsulating API interactions in these specialized + clients, FiLiP eliminates the necessity for users to create unreliable + data models and consult API documentation for endpoint details. + Instead, users can directly invoke clients’ methods of FiLiP, thereby + automating the composition and dispatch of the requisite CRUD + operations. This feature greatly reduces the difficulty of getting + started with the FIWARE-based platform and also accelerates the + development of applications.

    +

    To enhance the efficiency of service development, FiLiP offers a + range of advanced functionalities. One of them is the robust and + enhanced implementation of data parsing and validation via the + Pydantic library + (“Pydantic,” + 2023). The information models defined by NGSI-v2 API standards + are implemented as Pydantic data models in FiLiP. In addition to basic + validation tasks such as verifying the id and + type required to identify an entity, FiLiP + offers numerous enhanced validation functionalities. For instance, we + have developed a custom validator that checks the unit specified in + metadata based on UN/CEFACT standards + (“Codes + for Units of Measure Used in International Trade,” 2021). When + these validations are successful, the validator enriches the metadata + with additional information such as symbol, conversion factor, and + description. This enhanced validation functionality ensures data + quality and integrity in interactions with FIWARE GEs, while also + reducing the effort required from developers.

    +

    Another enhanced functionality of FiLiP is the data model + integration. In practice, individual domains often necessitate + domain-specific, and even application-specific data models to meet + distinct requirements. The FiLiP “Models”, e.g., + ContextEntity and + ContextEntityKeyValues, facilitate this process + by offering parent classes that ensure adherence to FIWARE API + standards. Consequently, specific attributes can be defined to + construct data models tailored to particular use cases, while the + compliance with FIWARE is also validated and ensured by the provided + FiLiP “Models”.

    +

    Since “Clients” and “Models” + constitute the core features of FiLiP, the reliability of these + components is pivotal to the overall usability and effectiveness of + the library. In the realm of open-source software development, + maintaining code quality and dependability is paramount. FiLiP + accomplishes this by implementing 82 test cases based on the Python + unit testing framework + (“Unitest,” + 2023), currently covering over 80 % of the code base.

    +

    In general, the abstraction of API endpoints, implementation of + data parsing and enhanced validation, and the comprehensive testing + workflow enable FiLiP to simplify the development process of + applications by reducing the need for API specification reading, + manual data checking, and functional validation within the application + code. Thus, FiLiP effectively avoids the use for unreliable + boilerplate code, thereby reducing overall development and maintenance + costs.

    +
    + + Use Case +

    FiLiP has already been used to deploy various cloud-based building + energy management systems + (Blechmann + et al., 2023; + Kümpel + et al., 2019; + T. + Storek et al., 2019). Among those, one simplified use case is + to regulate the indoor air temperature of an office via IoT-enabled + devices and a simple controller. + [fig:usecase] + shows an office in a building equipped with two smart devices: a smart + temperature sensor and a smart electrical heater, which can send + measurements or receive commands, respectively, via Message Queuing + Telemetry Transport (MQTT) protocol. FiLiP provides reliable + functionalities to deploy and commission a control service + efficiently.

    + +

    Use Case Overview: Intelligent Room Temperature + Regulation.

    + +
    +

    To establish the communication workflow, entities and IoT devices + must be registered in the corresponding FIWARE components, i.e., + Context Broker and IoT Agent. In the following example, by using + FiLiP, an office room can be registered using + post_entity() method of the + ContextBrokerClient. An entity object of the + office is created using the ContextEntity + class, which specifies those mandatory properties of the office and + can validate their compliance. Similarly, a temperature sensor and a + heater can also be registered as IoT devices by calling + post_device() method of the + IoTAgentClient of FiLiP. The classes + Device and + DeviceAttribute help to create the device + models more efficiently and correctly. Especially for the various + setting parameters of Device, + e.g. transport and + protocol, the validation can avoid ambiguity + and significantly simplifies the development.

    + # create entities +office = ContextEntity(id="Office:001", type="Office") +context_broker_client.post_entity(entity=office) + +# provision IoT sensor +t_zone = DeviceAttribute(name='temperature', type="Number") +temperature_sensor = Device( + device_id='device:001', + entity_name='TemperatureSensor:001', + entity_type='TemperatureSensor', + protocol='IoTA-JSON', + transport='MQTT', + apikey=APIKEY, + attributes=[t_zone]) +iot_client.post_device(device=temperature_sensor) + +# provision IoT actuator +heating_power = NamedCommand(name="heating_power") +heater = Device( + device_id='device:002', + entity_name='Heater:001', + entity_type='Heater', + protocol='IoTA-JSON', + transport='MQTT', + apikey=APIKEY, + commands=[heating_power]) +iot_client.post_device(device=heater) +

    Besides, FiLiP can be used to add semantic information to the data + points. In the example below, the temperature sensor is associated + with the office through a relationship labeled + hasSensor. Another relationship + locatedIn can further link this office with a + building, provided that the entity of that building already + exists.

    + # add semantic information +hasSensor = NamedContextAttribute( + name="hasSensor", + type="Relationship", + value=temperature_sensor.entity_name) + +locatedIn = NamedContextAttribute( + name="locatedIn", + type="Relationship", + value=building.id) + +office.add_attributes(attrs=[hasSensor, locatedIn]) +

    To this end, data can be exchanged between the FIWARE-based + platform and the smart devices. A controller can then be deployed as a + cloud service to regulate the indoor temperature of the office. With + the help of FiLiP, a communication interface between the controller + and the FIWARE GEs can be efficiently established as well.

    + # retrieve data from the temperature sensor +temperature = context_broker_client.get_attribute_value( + entity_id=temperature_sensor.entity_name, + entity_type=temperature_sensor.type, + attr_name=t_zone.name) + +# calculate new set point with controller logic +heating_power.value = controller_logic(temperature=temperature) + + +# send command to the heater entity +context_broker_client.post_command( + entity_id=heater.id, + entity_type=heater.type, + command=heating_power) +

    The presented use case exemplifies how FiLiP plays a pivotal role + in the implementation of IoT-enabled applications using FIWARE GEs. To + shorten the learning curve for developers and researchers, we provide + examples for individual functions as entry points and comprehensive + workshop materials for developing a complete FIWARE-based application + leveraging FiLiP + (Thomas + Storek & Müller, 2023). Hence, developers can efficiently + get informed and focus on building innovative IoT solutions.

    +
    + + Conclusion +

    The primary strengths of using FiLiP encompass the following key + aspects:

    + + +

    Simplified Development: FiLiP simplifies + interaction with FIWARE GEs by providing classes like + ContextEntity and + Device, ensuring validated data exchange + and informed decisions without advanced expertise.

    +
    + +

    Maintainable Applications: FiLiP encapsulates API + interactions within class methods, separating application logic + from the dynamic evolving NGSI-v2 APIs. This approach enhances + application reusability and maintainability.

    +
    + +

    Reliable Functionalities: FiLiP’s comprehensive + testing, with over 80% coverage, ensures code quality and allows + developers to focus on developing applications.

    +
    +
    +

    In conclusion, FiLiP is a robust and reliable tool. With FiLiP, + developers can efficiently create innovative IoT applications, and + researchers can explore smart solutions in various domains, including + energy management and beyond.

    +
    + + Acknowledgements +

    We gratefully acknowledge the financial support provided by the + Federal Ministry for Economic Affairs and Climate Action (BMWK), + promotional references 03ET1495A, 03ET1551A, 0350018A, 03ET1561B, + 03EN1030B.

    +
    + + + + + + + + KümpelAlexander + StorekThomas + BaranskiMarc + SchumacherMarkus + MüllerDirk + + A cloud-based operation optimization of building energy systems using a hierarchical multi-agent control + Journal of Physics: Conference Series + 201911 + 20231106 + 1343 + 1 + 1742-6596 + https://dx.doi.org/10.1088/1742-6596/1343/1/012053 + 10.1088/1742-6596/1343/1/012053 + 012053 + + + + + + + StorekT. + LohmöllerJ. + KümpelA. + BaranskiM. + MüllerD. + + Application of the open-source cloud platform FIWARE for future building energy management systems + Journal of Physics: Conference Series + 201911 + 20231106 + 1343 + 1 + 1742-6596 + https://dx.doi.org/10.1088/1742-6596/1343/1/012063 + 10.1088/1742-6596/1343/1/012063 + 012063 + + + + + + FIWARE catalogue – FIWARE + 20230626 + 20231106 + https://www.fiware.org/catalogue/ + + + + + OpenAPI specification + 20231106 + 20231106 + https://www.openapis.org/ + + + + + Codes for units of measure used in international trade + UNECE Code List Recommendations + UN Centre for Trade Facilitation + 2021 + https://unece.org/trade/uncefact/cl-recommendations + + + + + Pydantic: Data validation using python type hint + GitHub repository + GitHub + 2023 + https://github.com/pydantic/pydantic + 10.5281/zenodo.10185654 + + + + + Unitest: Unit testing framework + Python Documentation + Python + 2023 + https://docs.python.org/3/library/unittest.html + + + + + QLClient + GitHub repository + GitHub + 2024 + https://github.com/OkinawaOpenLaboratory/QuantumLeapClient + + + + + Fiware-api + GitHub repository + GitHub + 2024 + https://github.com/robotics-4-all/fiware-ngsi-api + + + + + Fiot-client + GitHub repository + GitHub + 2024 + https://github.com/FIoT-Client/fiot-client-ngsi-python + + + + + Orion-client + GitHub repository + GitHub + 2024 + https://github.com/openath/orion-python-client + + + + + + Cantera FonsecaJosé Manuel + MárquezFermín Galán + JacobsTobias + + FIWARE-NGSI v2 Specification + 2018 + 20231215 + + + + + + StorekThomas + MüllerDirk + + FIWARE for Energy System Engineers: An Introduction to FIWARE-based Applications in Python + 2023 + 10.18154/RWTH-2022-11779 + + + + + + BlechmannSebastian + SowaIgor + SchravenMarkus Hans + StreblowRita + MüllerDirk + MontiAntonello + + Open source platform application for smart building and smart grid controls + Automation in Construction + 20230101 + 20221102 + 145 + 0926-5805 + https://www.sciencedirect.com/science/article/pii/S0926580522004927 + 10.1016/j.autcon.2022.104622 + 104622 + + + + + + + AraujoVictor + MitraKaran + SagunaSaguna + ÅhlundChrister + + Performance evaluation of FIWARE: A cloud-based IoT platform for smart cities + Journal of Parallel and Distributed Computing + 2019 + 132 + 0743-7315 + https://www.sciencedirect.com/science/article/pii/S0743731519300164 + 10.1016/j.jpdc.2018.12.010 + 250 + 261 + + + + +
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