bangunan_pintar

Keterangan :

Kumpulan Data Bangunan Cerdas

Kumpulan data yang menyertai makalah "Data Dunia Nyata dan Rangkaian Simulasi Terkalibrasi untuk Pelatihan Offline Agen Pembelajaran Penguatan untuk Mengoptimalkan Energi dan Emisi di Gedung Perkantoran" oleh Judah Goldfeder dan John Sipple, berisi pembacaan telemetri terperinci selama 6 tahun dari 3 gedung perkantoran komersial.

Deskripsi konfigurasi : Bangunan sb1
Beranda : https://github.com/google/sbsim
Kode sumber : tfds.datasets.smart_buildings.Builder
Versi :
- 1.0.0 (default): Rilis awal.
Ukuran unduhan : Unknown size
Ukuran kumpulan data : Unknown size
Cache otomatis ( dokumentasi ): Tidak diketahui
Perpecahan :

Membelah	Contoh

Struktur fitur :

FeaturesDict({
    'action': FeaturesDict({
        'request': FeaturesDict({
            'singleActionRequests': Sequence({
                'continuousValue': Scalar(shape=(), dtype=float32),
                'deviceId': Text(shape=(), dtype=string),
                'setpointName': Text(shape=(), dtype=string),
            }),
            'timestamp': Text(shape=(), dtype=string),
        }),
        'singleActionResponses': Sequence({
            'additionalInfo': Text(shape=(), dtype=string),
            'request': FeaturesDict({
                'continuousValue': Scalar(shape=(), dtype=float32),
                'deviceId': Text(shape=(), dtype=string),
                'setpointName': Text(shape=(), dtype=string),
            }),
            'responseType': Text(shape=(), dtype=string),
        }),
        'timestamp': Text(shape=(), dtype=string),
    }),
    'observation': FeaturesDict({
        'request': FeaturesDict({
            'singleObservationRequests': Sequence({
                'deviceId': Text(shape=(), dtype=string),
                'measurementName': Text(shape=(), dtype=string),
            }),
            'timestamp': Text(shape=(), dtype=string),
        }),
        'singleObservationResponses': Sequence({
            'continuousValue': Scalar(shape=(), dtype=float32),
            'observationValid': Text(shape=(), dtype=string),
            'singleObservationRequest': FeaturesDict({
                'deviceId': Text(shape=(), dtype=string),
                'measurementName': Text(shape=(), dtype=string),
            }),
            'timestamp': Text(shape=(), dtype=string),
        }),
        'timestamp': Text(shape=(), dtype=string),
    }),
    'reward': FeaturesDict({
        'agentRewardValue': Scalar(shape=(), dtype=float32),
        'carbonEmissionWeight': Scalar(shape=(), dtype=float32),
        'carbonEmitted': Scalar(shape=(), dtype=float32),
        'electricityEnergyCost': Scalar(shape=(), dtype=float32),
        'endTimestamp': Text(shape=(), dtype=string),
        'energyCostWeight': Scalar(shape=(), dtype=float32),
        'naturalGasEnergyCost': Scalar(shape=(), dtype=float32),
        'normalizedCarbonEmission': Scalar(shape=(), dtype=float32),
        'normalizedEnergyCost': Scalar(shape=(), dtype=float32),
        'normalizedProductivityRegret': Scalar(shape=(), dtype=float32),
        'personProductivity': Scalar(shape=(), dtype=float32),
        'productivityRegret': Scalar(shape=(), dtype=float32),
        'productivityReward': Scalar(shape=(), dtype=float32),
        'productivityWeight': Scalar(shape=(), dtype=float32),
        'rewardScale': Scalar(shape=(), dtype=float32),
        'startTimestamp': Text(shape=(), dtype=string),
        'totalOccupancy': Scalar(shape=(), dtype=float32),
    }),
})

Dokumentasi fitur :

Fitur	Kelas	Tipe D
	FiturDict
tindakan	FiturDict
tindakan/permintaan	FiturDict
tindakan/permintaan/singleActionRequests	Urutan
tindakan/permintaan/singleActionRequests/continuousValue	Skalar	float32
tindakan/permintaan/singleActionRequests/deviceId	Teks	rangkaian
tindakan/permintaan/singleActionRequests/setpointName	Teks	rangkaian
tindakan/permintaan/stempel waktu	Teks	rangkaian
tindakan/singleActionResponses	Urutan
action/singleActionResponses/additionalInfo	Teks	rangkaian
tindakan/singleActionResponses/permintaan	FiturDict
tindakan/singleActionResponses/permintaan/continuousValue	Skalar	float32
tindakan/singleActionResponses/permintaan/deviceId	Teks	rangkaian
tindakan/singleActionResponses/permintaan/setpointName	Teks	rangkaian
tindakan/singleActionResponses/responseType	Teks	rangkaian
tindakan/cap waktu	Teks	rangkaian
pengamatan	FiturDict
pengamatan/permintaan	FiturDict
observasi/permintaan/singleObservationRequests	Urutan
observasi/permintaan/singleObservationRequests/deviceId	Teks	rangkaian
observasi/permintaan/singleObservationRequests/measurementName	Teks	rangkaian
observasi/permintaan/stempel waktu	Teks	rangkaian
observasi/singleObservationResponses	Urutan
observasi/singleObservationResponses/continuousValue	Skalar	float32
observasi/singleObservationResponses/observationValid	Teks	rangkaian
observasi/singleObservationResponses/singleObservationRequest	FiturDict
observasi/singleObservationResponses/singleObservationRequest/deviceId	Teks	rangkaian
observasi/singleObservationResponses/singleObservationRequest/measurementName	Teks	rangkaian
observasi/singleObservationResponses/stempel waktu	Teks	rangkaian
pengamatan/cap waktu	Teks	rangkaian
hadiah	FiturDict
hadiah/agenRewardValue	Skalar	float32
imbalan/karbonEmisiBerat	Skalar	float32
imbalan/karbon yang dipancarkan	Skalar	float32
imbalan/listrikEnergyCost	Skalar	float32
hadiah/cap waktu akhir	Teks	rangkaian
imbalan/energiCostWeight	Skalar	float32
imbalan/Biaya EnergiGas Alam	Skalar	float32
hadiah/Emisi Karbon yang dinormalisasi	Skalar	float32
imbalan/Biaya Energi yang dinormalisasi	Skalar	float32
hadiah/Produktivitas yang dinormalisasiPenyesalan	Skalar	float32
hadiah/orangProduktivitas	Skalar	float32
penghargaan/produktivitasPenyesalan	Skalar	float32
imbalan/produktivitas. Penghargaan	Skalar	float32
imbalan/produktivitasBerat	Skalar	float32
imbalan/hadiahSkala	Skalar	float32
hadiah/cap waktu mulai	Teks	rangkaian
hadiah/total Hunian	Skalar	float32

Kunci yang diawasi (Lihat dokumen as_supervised ): None
Gambar ( tfds.show_examples ): Tidak didukung.
Contoh ( tfds.as_dataframe ): Tidak ada.
Kutipan :

// TODO(smart_buildings_dataset): BibTeX citation

bangunan_pintar

Kumpulan Data Bangunan Cerdas

smart_buildings/sb1 (konfigurasi default)